{"id":3614,"date":"2022-04-14T17:35:49","date_gmt":"2022-04-14T15:35:49","guid":{"rendered":"https:\/\/samovar2022.int-evry.fr\/index.php\/acmes-2\/wojciech-pieczynski-2\/"},"modified":"2022-04-14T17:36:00","modified_gmt":"2022-04-14T15:36:00","slug":"wojciech-pieczynski-2","status":"publish","type":"page","link":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/acmes-2\/wojciech-pieczynski-2\/","title":{"rendered":"Wojciech PIECZYNSKI"},"content":{"rendered":"<p><div class=\"bandeau-personnel MonLaboUser\"><img decoding=\"async\" src=\"https:\/\/samovar.telecom-sudparis.eu\/wp-content\/uploads\/2022\/08\/Wojciech-PIECZYNSKI.jpg\" class=\"wp-image-6 alignleft img-arrondi wp-post-image\" height=\"150\" width=\"150\" alt=\" \" \/><div class=\"adresse\"><p>SAMOVAR - SAMOVAR<br \/>Telecom SudParis<br \/>\r\n9 rue Charles Fourier<br \/>\r\n91011 EVRY CEDEX<\/p><p>Fax : +33 (0) 1 60 76 20 80<\/p><\/div><div class=\"monlaboBlocTexte\"><h1>Pr. Wojciech <span class=\"MonLabo-lastname\">PIECZYNSKI<\/span><\/h1><div class=\"coordonnees\"><em>Professeur \u00c9m\u00e9rite<\/em><br \/><span class=\"team-description\"><a href=\"https:\/\/samovar.telecom-sudparis.eu\/?page_id=4729\" class=\"MonLaboLink\"><span class=\"MonLabo_team_name\">SOP<\/span><\/a><\/span><\/div><div class=\"coordonnees\"><span class=\"MonLabo-email\">wojciech.pieczynski[&#64;<span>-Code to remove to avoid SPAM-<\/span>]telecom-sudparis.eu<\/span><\/div><div class=\"external_url\"><h1 style=\"text-align: center;\"><a href=\"http:\/\/www-public.int-evry.fr\/~pieczyn\/\"><button class=\"btn btn-oldstyle\" type=\"button\">Site personnel<\/button><\/a><\/h1><\/div><\/div><\/div>\n<div id=\"res_script\">\n<p class='Rubrique'>Article dans une revue<\/p>\n<p class='SousRubrique'>2025<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Cl\u00e9ment Fernandes, Wojciech Pieczynski. Contextual peano scan and fast image segmentation using hidden and evidential markov chains. <i>Mathematics <\/i>, 2025, 13 (10), pp.1589. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.3390\/math13101589\">&#x27E8;10.3390\/math13101589&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/ip-paris.hal.science\/hal-05413062v1\">&#x27E8;hal-05413062&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/ip-paris.hal.science\/hal-05413062\/file\/mathematics-3587207-V2.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/ip-paris.hal.science\/hal-05413062\/file\/mathematics-3587207-V2.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/ip-paris.hal.science\/hal-05413062\/file\/mathematics-3587207-V2.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/ip-paris.hal.science\/hal-05413062v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2023<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski. Equivalence between LC-CRF and HMM, and discriminative computing of HMM-based MPM and MAP. <i>Algorithms<\/i>, 2023, 16 (3), <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.3390\/a16030173\">&#x27E8;10.3390\/a16030173&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04231942v1\">&#x27E8;hal-04231942&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04231942\/file\/A86.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04231942\/file\/A86.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04231942\/file\/A86.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04231942v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Cl\u00e9ment Fernandes, Wojciech Pieczynski. Non-stationary data segmentation with hidden evidential semi-Markov chains. <i>International Journal of Approximate Reasoning<\/i>, 2023, 162, pp.109025. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.ijar.2023.109025\">&#x27E8;10.1016\/j.ijar.2023.109025&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04231954v1\">&#x27E8;hal-04231954&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04231954\/file\/A88bis.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04231954\/file\/A88bis.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04231954\/file\/A88bis.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04231954v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Soumia Goumiri, Dalila Benboudjema, Wojciech Pieczynski. A new hybrid model of convolutional neural networks and hidden Markov chains for image classification. <i>Neural Computing and Applications<\/i>, 2023, 35 (24), pp.17987-18002. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1007\/s00521-023-08644-4\">&#x27E8;10.1007\/s00521-023-08644-4&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04231950v1\">&#x27E8;hal-04231950&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-04231950v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2022<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Zied Bouyahia, Hedi Haddad, St\u00e9phane Derrode, Wojciech Pieczynski. Traffic state prediction using conditionally Gaussian observed Markov fuzzy switching model. <i>Journal of Intelligent Transportation Systems: Technology, Planning, and Operations<\/i>, In press, pp.1-20. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1080\/15472450.2022.2069498\">&#x27E8;10.1080\/15472450.2022.2069498&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03765668v1\">&#x27E8;hal-03765668&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-03765668v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ali Hamache, Mohamed El Yazid Boudaren, Wojciech Pieczynski. Kernel smoothing classification of multiattribute data in the belief function framework: application to multichannel image segmentation. <i>Multimedia Tools and Applications<\/i>, 2022, 81 (20), pp.29587-29608. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1007\/s11042-022-12086-w\">&#x27E8;10.1007\/s11042-022-12086-w&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03958357v1\">&#x27E8;hal-03958357&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-03958357v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Frederic Lehmann, Wojciech Pieczynski. Reduced-dimension filtering in triplet Markov models. <i>IEEE Transactions on Automatic Control<\/i>, 2022, 67 (2), pp.605-617. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TAC.2021.3050721\">&#x27E8;10.1109\/TAC.2021.3050721&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03145669v1\">&#x27E8;hal-03145669&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-03145669v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2021<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Zied Bouyahia, Hedi Haddad, St\u00e9phane Derrode, Wojciech Pieczynski. Toward a cost-effective motorway traffic state estimation from sparse speed and GPS data. <i>IEEE Access<\/i>, 2021, 9, pp.44631 - 44646. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/access.2021.3066422\">&#x27E8;10.1109\/access.2021.3066422&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03181894v1\">&#x27E8;hal-03181894&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-03181894\/file\/IEEE_Access_2021.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-03181894\/file\/IEEE_Access_2021.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-03181894\/file\/IEEE_Access_2021.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-03181894v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2020<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Zied Bouyahia, St\u00e9phane Derrode, Wojciech Pieczynski. Filtering in Gaussian linear systems with fuzzy switches. <i>IEEE Transactions on Fuzzy Systems<\/i>, 2020, 28 (8), pp.1760-1770. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TFUZZ.2019.2921944\">&#x27E8;10.1109\/TFUZZ.2019.2921944&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02912919v1\">&#x27E8;hal-02912919&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-02912919\/file\/IEEE_Trans_FS_2018.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-02912919\/file\/IEEE_Trans_FS_2018.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-02912919\/file\/IEEE_Trans_FS_2018.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-02912919v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Frederic Lehmann, Wojciech Pieczynski. Suboptimal Kalman filtering in triplet Markov models using model order reduction. <i>IEEE Signal Processing Letters<\/i>, 2020, 27, pp.1100-1104. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LSP.2020.3002420\">&#x27E8;10.1109\/LSP.2020.3002420&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02962294v1\">&#x27E8;hal-02962294&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-02962294v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Frederic Lehmann, Wojciech Pieczynski. State estimation in pairwise Markov models with improved robustness using unbiased FIR filtering. <i>Signal Processing<\/i>, 2020, 172, pp.107568:1-107568:11. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2020.107568\">&#x27E8;10.1016\/j.sigpro.2020.107568&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02863375v1\">&#x27E8;hal-02863375&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-02863375\/file\/S0165168420301110.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-02863375\/file\/S0165168420301110.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-02863375\/file\/S0165168420301110.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-02863375v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fei Zheng, St\u00e9phane Derrode, Wojciech Pieczynski. Semi-supervised optimal recursive filtering and smoothing in non-Gaussian Markov switching models. <i>Signal Processing<\/i>, 2020, 171, pp.107511-1:107511-10. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2020.107511\">&#x27E8;10.1016\/j.sigpro.2020.107511&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02486210v1\">&#x27E8;hal-02486210&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-02486210v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2019<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Haoyu Li, St\u00e9phane Derrode, Wojciech Pieczynski. Lower limb locomotion activity recognition of healthy individuals using semi-Markov model and single wearable inertial sensor. <i>Sensors<\/i>, 2019, Sensors for Gait, Posture, and Health Monitoring, 19, pp.4242-1. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.3390\/s19194242\">&#x27E8;10.3390\/s19194242&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02351365v1\">&#x27E8;hal-02351365&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-02351365\/file\/sensors-19-04242.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-02351365\/file\/sensors-19-04242.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-02351365\/file\/sensors-19-04242.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-02351365v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Haoyu Li, St\u00e9phane Derrode, Wojciech Pieczynski. An adaptive and on-line IMU-based locomotion activity classification method using a triplet Markov model. <i>Neurocomputing<\/i>, 2019, 362, pp.94 - 105. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.neucom.2019.06.081\">&#x27E8;10.1016\/j.neucom.2019.06.081&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02270579v1\">&#x27E8;hal-02270579&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-02270579\/file\/S0925231219309956.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-02270579\/file\/S0925231219309956.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-02270579\/file\/S0925231219309956.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-02270579v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fei Zheng, St\u00e9phane Derrode, Wojciech Pieczynski. Parameter estimation in switching Markov systems and unsupervised smoothing. <i>IEEE Transactions on Automatic Control<\/i>, 2019, 64 (4), pp.1761 - 1767. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TAC.2018.2863651\">&#x27E8;10.1109\/TAC.2018.2863651&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01885193v1\">&#x27E8;hal-01885193&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01885193v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2018<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Lin An, Ming Li, Mohamed El Yazid Boudaren, Wojciech Pieczynski. Unsupervised segmentation of hidden Markov fields corrupted by correlated non-Gaussian noise. <i>International Journal of Approximate Reasoning<\/i>, 2018, 102, pp.41 - 59. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.ijar.2018.08.001\">&#x27E8;10.1016\/j.ijar.2018.08.001&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01862625v1\">&#x27E8;hal-01862625&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01862625v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Hugo Gangloff, Emmanuel Monfrini, Wojciech Pieczynski. Assessing the segmentation performance of pairwise and triplet Markov models. <i>Signal Processing<\/i>, 2018, 145, pp.183 - 192. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2017.12.006\">&#x27E8;10.1016\/j.sigpro.2017.12.006&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01681354v1\">&#x27E8;hal-01681354&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01681354v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2017<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, St\u00e9phane Derrode, Emmanuel Monfrini, Wojciech Pieczynski. Fast smoothing in switching approximations of non-linear and non-Gaussian models. <i>Computational Statistics and Data Analysis<\/i>, 2017, 114, pp.38 - 46. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.csda.2017.04.007\">&#x27E8;10.1016\/j.csda.2017.04.007&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01540474v1\">&#x27E8;hal-01540474&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01540474\/file\/CSDA2017.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01540474\/file\/CSDA2017.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01540474\/file\/CSDA2017.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01540474v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, St\u00e9phane Derrode, Emmanuel Monfrini, Wojciech Pieczynski. Fast Filtering in Switching Approximations of Non-linear Markov Systems with Applications to Stochastic Volatility. <i>IEEE Transactions on Automatic Control<\/i>, 2017, 62 (2), pp.853-862. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TAC.2016.2569417\">&#x27E8;10.1109\/TAC.2016.2569417&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01448538v1\">&#x27E8;hal-01448538&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01448538\/file\/IEEE_TAC_2015_FiltSV.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01448538\/file\/IEEE_TAC_2015_FiltSV.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01448538\/file\/IEEE_TAC_2015_FiltSV.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01448538v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Houda Hanzouli-Ben, J\u00e9r\u00f4me Lapuyade-Lahorgue, Julien Bert, Didier Benoit, Philippe Lambin, et al.. A framework based on Hidden Markov Trees for multimodal PET\/CT image co-segmentation. <i>Medical Physics : The international journal of medical physics research and practice<\/i>, 2017. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01577785v1\">&#x27E8;hal-01577785&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01577785\/file\/Manuscript_HAL.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01577785\/file\/Manuscript_HAL.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01577785\/file\/Manuscript_HAL.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01577785v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2016<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Lin An, Wojciech Pieczynski. Unsupervised segmentation of SAR images using Gaussian mixture-hidden evidential Markov fields. <i>IEEE Geoscience and Remote Sensing Letters<\/i>, 2016, 13 (12), pp.1865 - 1869. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LGRS.2016.2615647\">&#x27E8;10.1109\/LGRS.2016.2615647&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01412962v1\">&#x27E8;hal-01412962&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01412962v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Wojciech Pieczynski. Unified representation of sets of heterogeneous Markov transition matrices. <i>IEEE Transactions on Fuzzy Systems<\/i>, 2016, 24 (2), pp.497 - 503. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TFUZZ.2015.2460740\">&#x27E8;10.1109\/TFUZZ.2015.2460740&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01300452v1\">&#x27E8;hal-01300452&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01300452v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Wojciech Pieczynski. Dempster-Shafer fusion of evidential pairwise Markov chains. <i>IEEE Transactions on Fuzzy Systems<\/i>, 2016, 24 (6), pp.1598 - 1610. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TFUZZ.2016.2543750\">&#x27E8;10.1109\/TFUZZ.2016.2543750&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01426916v1\">&#x27E8;hal-01426916&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01426916v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Lin An, Wojciech Pieczynski. Dempster-Shafer fusion of evidential pairwise Markov fields. <i>International Journal of Approximate Reasoning<\/i>, 2016, 74, pp.13 - 29. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.ijar.2016.03.006\">&#x27E8;10.1016\/j.ijar.2016.03.006&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01300449v1\">&#x27E8;hal-01300449&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01300449v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Unsupervised classification using hidden Markov chain with unknown noise copulas and margins. <i>Signal Processing<\/i>, 2016, 128 (11), pp.8-17. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2016.03.008\">&#x27E8;10.1016\/j.sigpro.2016.03.008&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01299009v1\">&#x27E8;hal-01299009&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01299009\/file\/SP_2015.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01299009\/file\/SP_2015.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01299009\/file\/SP_2015.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01299009v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Laurent Crelier, Hugo Gangloff, Emmanuel Monfrini, Wojciech Pieczynski. Performance comparison across hidden, pairwise and triplet Markov model's estimators. <i>International journal of mathematical and computational methods (IJMCM)<\/i>, 2016, 1, pp.253 - 258. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01461636v1\">&#x27E8;hal-01461636&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01461636v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Elie Azeraf, Wiem Sabbagh, Emmanuel Monfrini, Wojciech Pieczynski. Optimal filtering in hidden and pairwise Gaussian Markov systems. <i>International journal of mathematical and computational methods (IJMCM)<\/i>, 2016, 1, pp.259 - 263. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01461630v1\">&#x27E8;hal-01461630&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01461630v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ahmed Habbouchi, Mohamed El Yazid Boudaren, Amar A\u00efssani, Wojciech Pieczynski. Unsupervised segmentation of Markov random fields corrupted by nonstationary noise. <i>IEEE Signal Processing Letters<\/i>, 2016, 23 (11), pp.1607 - 1611. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LSP.2016.2609887\">&#x27E8;10.1109\/LSP.2016.2609887&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01375357v1\">&#x27E8;hal-01375357&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01375357v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2015<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Dalila Benboudjema, St\u00e9phane Derrode, Wojciech Pieczynski. Optimal Filter Approximations in Conditionally Gaussian Pairwise Markov Switching Models. <i>IEEE Transactions on Automatic Control<\/i>, 2015, 60 (4), pp.1104-1109. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TAC.2014.2340591\">&#x27E8;10.1109\/TAC.2014.2340591&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01157814v1\">&#x27E8;hal-01157814&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01157814\/file\/CGOMM.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01157814\/file\/CGOMM.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01157814\/file\/CGOMM.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01157814v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2014<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, St\u00e9phane Derrode, Fran\u00e7ois Desbouvries, Yohan Petetin, Wojciech Pieczynski. Filtrage statistique optimal rapide dans des syst\u00e8mes lin\u00e9aires \u00e0 sauts non stationnaires. <i>Traitement du Signal<\/i>, 2014, 31 (3-4), pp.339-361. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.3166\/TS.31.1-23\">&#x27E8;10.3166\/TS.31.1-23&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01157813v1\">&#x27E8;hal-01157813&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01157813\/file\/TS2014.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01157813\/file\/TS2014.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01157813\/file\/TS2014.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01157813v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski, Amar Assani. Phasic triplet Markov chains. <i>IEEE Transactions on Pattern Analysis and Machine Intelligence<\/i>, 2014, 36 (11), pp.2310 - 2316. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TPAMI.2014.2327974\">&#x27E8;10.1109\/TPAMI.2014.2327974&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01262461v1\">&#x27E8;hal-01262461&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01262461v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2013<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Marc Castella, Selwa Rafi, Pierre Comon, Wojciech Pieczynski. Separation of instantaneous mixtures of dependent sources using classical ICA methods. <i>EURASIP Journal on Advances in Signal Processing<\/i>, 2013, 2013:62, pp.n\/c. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1186\/1687-6180-2013-62\">&#x27E8;10.1186\/1687-6180-2013-62&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00830124v1\">&#x27E8;hal-00830124&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00830124v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Unsupervised data classification using pairwise Markov chains with automatic copulas selection. <i>Computational Statistics and Data Analysis<\/i>, 2013, 63, pp.81-98. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.csda.2013.01.027\">&#x27E8;10.1016\/j.csda.2013.01.027&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00830221v1\">&#x27E8;hal-00830221&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00830221v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Exact fast computation of optimal filter in Gaussian switching linear systems. <i>IEEE Signal Processing Letters<\/i>, 2013, 20 (7), pp.701-704. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LSP.2013.2261494\">&#x27E8;10.1109\/LSP.2013.2261494&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00830241v1\">&#x27E8;hal-00830241&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00830241v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2012<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski, Amar A\u00efssani. Dempster-Shafer fusion of multisensor signals in nonstationary Markovian context. <i>EURASIP Journal on Advances in Signal Processing<\/i>, 2012, 2012:134, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1186\/1687-6180-2012-134\">&#x27E8;10.1186\/1687-6180-2012-134&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00766444v1\">&#x27E8;hal-00766444&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00766444v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski. Unsupervised segmentation of random discrete data hidden with switching noise distributions. <i>IEEE Signal Processing Letters<\/i>, 2012, 19 (10), pp.619-622. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/LSP.2012.2209639\">&#x27E8;10.1109\/LSP.2012.2209639&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00738142v1\">&#x27E8;hal-00738142&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00738142v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Lamia Benyoussef, Wojciech Pieczynski. Subsampling-based HMC parameters estimation with application to large data sets classification. <i>Signal, Image and Video Processing<\/i>, 2012, pp.doi:10.1007\/s11760-012-0324-2. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00777112v1\">&#x27E8;hal-00777112&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00777112v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Segmentation d'images par mod\u00e8le de m\u00e9lange conjoint non gaussien. <i>Traitement du Signal<\/i>, 2012, 29 (1-2), pp.9-28. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.3166\/ts.29.9-28\">&#x27E8;10.3166\/ts.29.9-28&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00755497v1\">&#x27E8;hal-00755497&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00755497v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Unsupervised segmentation of hidden semi-Markov non-stationary chains. <i>Signal Processing<\/i>, 2012, 92 (1), pp.29 - 42. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2011.06.001\">&#x27E8;10.1016\/j.sigpro.2011.06.001&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347981v1\">&#x27E8;hal-01347981&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347981v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2011<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Pierre Lanchantin, J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Unsupervised Segmentation of Randomly Switching Data Hidden With Non-Gaussian Correlated Noise. <i>Signal Processing<\/i>, 2011, 91 (2). <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01106545v1\">&#x27E8;hal-01106545&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01106545v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact smoothing in hidden conditionally Markov switching linear models. <i>Communications in Statistics - Theory and Methods<\/i>, 2011, 40 (16), pp.2823 - 2829. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1080\/03610926.2011.562761\">&#x27E8;10.1080\/03610926.2011.562761&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01348048v1\">&#x27E8;hal-01348048&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01348048v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact filtering in conditionally Markov switching hidden linear models. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2011, 349 (9-10), pp.587 - 590. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.crma.2011.02.007\">&#x27E8;10.1016\/j.crma.2011.02.007&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01348034v1\">&#x27E8;hal-01348034&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01348034v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2010<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Nicolas Brunel, J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Modeling and Unsupervised Classification of Multivariate Hidden Markov Chains With Copulas. <i>IEEE Transactions on Automatic Control<\/i>, 2010, 55 (2), pp.338--349. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TAC.2009.2034929\">&#x27E8;10.1109\/TAC.2009.2034929&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00647354v1\">&#x27E8;hal-00647354&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00647354v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Unsupervised segmentation of new semi-Markov chains hidden with long dependence noise. <i>Signal Processing<\/i>, 2010, 90 (11), pp.2899 - 2910. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2010.04.008\">&#x27E8;10.1016\/j.sigpro.2010.04.008&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354783v1\">&#x27E8;hal-01354783&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354783v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2008<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Imen Karoui, Ronan Fablet, Jean-Marc Boucher, Wojciech Pieczynski, Jean-Marie Augustin. Fusion of texural statistics using a similarity measure : application to texture recognition and segmentation. <i>Pattern Analysis and Applications<\/i>, 2008, 11 (3-4), pp.425 - 434. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01767555v1\">&#x27E8;hal-01767555&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01767555v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Imen Karoui, Ronan Fablet, Jean-Marc Boucher, Wojciech Pieczynski, Jean-Marie Augustin. Fusion of textural statistics using a similarity measure: application to texture recognition and segmentation. <i>Pattern Analysis and Applications<\/i>, 2008, 11 (3-4), pp.425 - 434. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1007\/s10044-008-0108-z\">&#x27E8;10.1007\/s10044-008-0108-z&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01371973v1\">&#x27E8;hal-01371973&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01371973v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Pierre Lanchantin, J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Unsupervised Segmentation of Triplet Markov Chains Hidden with Long-Memory Noise. <i>Signal Processing<\/i>, 2008. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01106546v1\">&#x27E8;hal-01106546&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01106546v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Sur la convergence de l'estimation conditionnelle it\u00e9rative. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2008, 346 (7-8), pp.457 - 460. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.crma.2008.02.023\">&#x27E8;10.1016\/j.crma.2008.02.023&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01371971v1\">&#x27E8;hal-01371971&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01371971v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2007<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Dalila Benboudjema, Wojciech Pieczynski. Unsupervised statistical segmentation of nonstationary images using triplet Markov fields. <i>IEEE Transactions on Pattern Analysis and Machine Intelligence<\/i>, 2007, 29 (8), pp.1367 - 1378. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TPAMI.2007.1059\">&#x27E8;10.1109\/TPAMI.2007.1059&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347974v1\">&#x27E8;hal-01347974&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347974v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Multisensor triplet Markov chains and theory of evidence. <i>International Journal of Approximate Reasoning<\/i>, 2007, 45 (1), pp.1 - 16. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.ijar.2006.05.001\">&#x27E8;10.1016\/j.ijar.2006.05.001&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347975v1\">&#x27E8;hal-01347975&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347975v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2006<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, Dalila Benboudjema. Multisensor triplet Markov fields and theory of evidence. <i>Image and Vision Computing<\/i>, 2006, 24 (1), pp.61 - 69. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.imavis.2005.09.012\">&#x27E8;10.1016\/j.imavis.2005.09.012&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347962v1\">&#x27E8;hal-01347962&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347962v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2005<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Dalila Benboudjema, Wojciech Pieczynski. Unsupervised image segmentation using triplet Markov fields. <i>Computer Vision and Image Understanding<\/i>, 2005, 99 (3), pp.476 - 498. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.cviu.2005.04.003\">&#x27E8;10.1016\/j.cviu.2005.04.003&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347961v1\">&#x27E8;hal-01347961&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347961v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Nicolas Brunel, Wojciech Pieczynski. Signal restoration using hidden Markov chains with copulas. <i>Signal Processing<\/i>, 2005, 85 (12), pp.2304 - 2315. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.sigpro.2005.01.018\">&#x27E8;10.1016\/j.sigpro.2005.01.018&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347782v1\">&#x27E8;hal-01347782&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347782v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Pierre Lanchantin, Wojciech Pieczynski. Cha\u00eenes et arbres de Markov \u00e9videntiels avec applications \u00e0 la segmentation des processus non stationnaires. <i>Traitement du Signal<\/i>, 2005, 22 (1), pp.15 - 26. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347969v1\">&#x27E8;hal-01347969&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347969v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Pierre Lanchantin, Wojciech Pieczynski. Unsupervised restoration of hidden nonstationary Markov chains using evidential priors. <i>IEEE Transactions on Signal Processing<\/i>, 2005, 53 (8), pp.3091 - 3098. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TSP.2005.851131\">&#x27E8;10.1109\/TSP.2005.851131&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347787v1\">&#x27E8;hal-01347787&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347787v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Emmanuel Monfrini, Wojciech Pieczynski. Estimation de m\u00e9langes g\u00e9n\u00e9ralis\u00e9s dans les arbres de Markov cach\u00e9s, application \u00e0 la segmentation des images de cartons d'orgue de barbarie. <i>Traitement du Signal<\/i>, 2005, 22 (2), pp.135 - 147. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347972v1\">&#x27E8;hal-01347972&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347972v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Copules gaussiennes dans les cha\u00eenes triplet partiellement de Markov. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2005, 341 (3), pp.189 - 194. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.crma.2005.06.012\">&#x27E8;10.1016\/j.crma.2005.06.012&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347789v1\">&#x27E8;hal-01347789&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347789v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2004<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Signal and image segmentation using pairwise Markov chains. <i>IEEE Transactions on Signal Processing<\/i>, 2004, 52 (9), pp.2477 - 2489. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TSP.2004.832015\">&#x27E8;10.1109\/TSP.2004.832015&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01346595v1\">&#x27E8;hal-01346595&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01346595v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Fusion de Dempster-Shafer dans les cha\u00eenes triplet partiellement de Markov. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2004, 339 (11), pp.797 - 802. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/j.crma.2004.10.013\">&#x27E8;10.1016\/j.crma.2004.10.013&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347763v1\">&#x27E8;hal-01347763&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347763v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2003<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fran\u00e7ois Desbouvries, Wojciech Pieczynski. Mod\u00e8les de Markov triplet et filtrage de Kalman. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2003, 336 (8), pp.667 - 670. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/S1631-073X(03)00152-3\">&#x27E8;10.1016\/S1631-073X(03)00152-3&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347766v1\">&#x27E8;hal-01347766&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347766v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Roger Fjortoft, Wojciech Pieczynski, Marc Sigelle, Florence Tupin, Yves Delignon. Unsupervised classification of radar images using hidden Markov chains and hidden Markov random fields. <i>IEEE Transactions on Geoscience and Remote Sensing<\/i>, 2003, 41 (3), pp.675 - 686. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TGRS.2003.809940\">&#x27E8;10.1109\/TGRS.2003.809940&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347239v1\">&#x27E8;hal-01347239&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347239v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Arbres de Markov Triplet et fusion de Dempster-Shafer. <i>Comptes Rendus. Math\u00e9matique<\/i>, 2003, 336 (10), pp.869 - 872. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1016\/S1631-073X(03)00188-2\">&#x27E8;10.1016\/S1631-073X(03)00188-2&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01331300v1\">&#x27E8;hal-01331300&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01331300v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Pairwise Markov chains. <i>IEEE Transactions on Pattern Analysis and Machine Intelligence<\/i>, 2003, 25 (5), pp.634 - 639. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/TPAMI.2003.1195998\">&#x27E8;10.1109\/TPAMI.2003.1195998&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01346583v1\">&#x27E8;hal-01346583&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01346583v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Mod\u00e8les de Markov en traitement d'images. <i>Traitement du Signal<\/i>, 2003, 20 (3-NS), pp.255 - 277. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01346587v1\">&#x27E8;hal-01346587&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01346587v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>1997<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Yves Delignon, Abdelwaheb Marzouki, Wojciech Pieczynski. Estimation of generalized mixtures and its application in image segmentation. <i>IEEE Transactions on Image Processing<\/i>, 1997, 6 (10), pp.1364-1375. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/83.624951\">&#x27E8;10.1109\/83.624951&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/imt.hal.science\/hal-00681507v1\">&#x27E8;hal-00681507&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/imt.hal.science\/hal-00681507\/file\/10.1109_83.624951_.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/imt.hal.science\/hal-00681507\/file\/10.1109_83.624951_.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/imt.hal.science\/hal-00681507\/file\/10.1109_83.624951_.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/imt.hal.science\/hal-00681507v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>1988<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. On the maximum likelihood estimation in the case of dependent random variables. <i>Annales de l'ISUP<\/i>, 1988, XXXIII (2), pp.79-87. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03672773v1\">&#x27E8;hal-03672773&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-03672773\/file\/Pages%20de%20%281988-1989%29-8.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-03672773\/file\/Pages%20de%20%281988-1989%29-8.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-03672773\/file\/Pages%20de%20%281988-1989%29-8.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-03672773v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='Rubrique'>Communication dans un congr\u00e8s<\/p>\n<p class='SousRubrique'>2023<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Marc Escudier, Ikram Abdelkefi, Cl\u00e9ment Fernandes, Wojciech Pieczynski. Forecasting with pairwise gaussian Markov models. <i>8th International Conference on Mathematics and Computers in Sciences and Industry Athens (CMCSI 23)<\/i>, IEEE, Oct 2023, Ath\u00e8nes, Greece. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/MCSI60294.2023.00009\">&#x27E8;10.1109\/MCSI60294.2023.00009&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04450999v1\">&#x27E8;hal-04450999&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04450999\/file\/C144.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04450999\/file\/C144.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04450999\/file\/C144.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04450999v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2021<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski. Introducing the hidden neural Markov chain framework. <i>ICAART 2021: 13th International Conference on Agents and Artificial Intelligence<\/i>, Feb 2021, Online, Portugal. pp.1013-1020, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.5220\/0010303310131020\">&#x27E8;10.5220\/0010303310131020&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-03540323v1\">&#x27E8;hal-03540323&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-03540323\/file\/2102.11038.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-03540323\/file\/2102.11038.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-03540323\/file\/2102.11038.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-03540323v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2018<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Haoyu Li, Lamia Benyoussef, Wojciech Pieczynski. Unsupervised pedestrian trajectory reconstruction from IMU sensors. <i>TAIMA 2018: Traitement et Analyse de l'Information M\u00e9thodes et Applications<\/i>, Apr 2018, Hammamet, Tunisia. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01786223v1\">&#x27E8;hal-01786223&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01786223\/file\/PedestrianNavig_TAIMA2018.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01786223\/file\/PedestrianNavig_TAIMA2018.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01786223\/file\/PedestrianNavig_TAIMA2018.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01786223v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Haoyu Li, St\u00e9phane Derrode, Lamia Benyoussef, Wojciech Pieczynski. Free-walking 3D pedestrian large trajectory reconstruction from IMU sensors. <i>EUSIPCO 2018: 26th European Signal Processing Conference<\/i>, Sep 2018, Rome, Italy. pp.657-661, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.23919\/EUSIPCO.2018.8553462\">&#x27E8;10.23919\/EUSIPCO.2018.8553462&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01870621v1\">&#x27E8;hal-01870621&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01870621\/file\/EUSIPCO18.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01870621\/file\/EUSIPCO18.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01870621\/file\/EUSIPCO18.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01870621v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fei Zheng, St\u00e9phane Derrode, Wojciech Pieczynski. Fast exact filtering in generalized conditionally observed Markov switching models with copulas. <i>TAIMA 2018: Traitement et Analyse de l'Information M\u00e9thodes et Applications<\/i>, Apr 2018, Hammamet, Tunisia. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01786221v1\">&#x27E8;hal-01786221&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01786221\/file\/taima-fast-exact.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01786221\/file\/taima-fast-exact.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01786221\/file\/taima-fast-exact.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01786221v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2017<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Kadda Beghdad Bey, Ahmed Habbouchi, Wojciech Pieczynski. Unsupervised segmentation of nonstationary data using triplet Markov chains. <i>ICEIS 2017 : 19th International Conference on Enterprise Information Systems<\/i>, Apr 2017, Porto, Portugal. pp.405 - 414, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.5220\/0006276704050414\">&#x27E8;10.5220\/0006276704050414&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01548177v1\">&#x27E8;hal-01548177&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01548177v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski. Estimation de la variance stochastique multivari\u00e9e avec un filtre gaussien bas\u00e9 sur la m\u00e9thode de Laplace. <i>GRETSI 2017 : XXVIe Colloque<\/i>, Sep 2017, Juan Les Pins, France. pp.1 - 4. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01885262v1\">&#x27E8;hal-01885262&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01885262v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski. Pairwise Markov models for stock index forecasting. <i>EUSIPCO 2017 : 25th European Signal Processing Conference<\/i>, Aug 2017, Kos Island, Greece. pp.2095 - 2099. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01611333v1\">&#x27E8;hal-01611333&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01611333v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski. Unsupervised learning of asymmetric high-order autoregressive stochastic volatility model. <i>ICASSP 2017 : 42nd International Conference on Acoustics, Speech and Signal Processing<\/i>, Mar 2017, New Orleans, United States. pp.4780 - 4784, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/ICASSP.2017.7953064\">&#x27E8;10.1109\/ICASSP.2017.7953064&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01701173v1\">&#x27E8;hal-01701173&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01701173v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2016<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Lin An, Ming Li, Mohamed El Yazid Boudaren, Wojciech Pieczynski. Evidential correlated Gaussian mixture Markov model for pixel labeling problem. <i>BELIEF 2016: 4th International Conference on Belief Functions<\/i>, Sep 2016, Prague, Czech Republic. pp.203 - 211, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1007\/978-3-319-45559-4_21\">&#x27E8;10.1007\/978-3-319-45559-4_21&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01369520v1\">&#x27E8;hal-01369520&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01369520v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Zied Bouyahia, St\u00e9phane Derrode, Wojciech Pieczynski. An exact smoother in a fuzzy jump Markov switching model. <i>6th International Workshop on Representation, analysis and recognition of shape and motion FroM Imaging data (RFMI 2016)<\/i>, Oct 2016, Sidi Bou Said, Tunisia. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01448543v1\">&#x27E8;hal-01448543&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01448543\/file\/RFMI16.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01448543\/file\/RFMI16.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01448543\/file\/RFMI16.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01448543v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski. Unsupervised learning of Markov-switching stochastic volatility with an application to market data. <i>MLSP 2016 : 26th International Workshop on Machine Learning for Signal Processing<\/i>, Sep 2016, Salerno, Italy. pp.1 - 6, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/MLSP.2016.7738821\">&#x27E8;10.1109\/MLSP.2016.7738821&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01548330v1\">&#x27E8;hal-01548330&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01548330v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, Emmanuel Monfrini, Wojciech Pieczynski. Fast filtering with new sparse transition Markov chains. <i>SSP 2016 : IEEE worshop on Statistical Signal Processing<\/i>, Jun 2016, Palma De Mallorca, Spain. pp.1 - 5, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/SSP.2016.7551839\">&#x27E8;10.1109\/SSP.2016.7551839&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01358384v1\">&#x27E8;hal-01358384&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01358384v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fei Zheng, St\u00e9phane Derrode, Wojciech Pieczynski. Parameter estimation in conditionally Gaussian pairwise Markov switching models and unsupervised smoothing. <i>MLSP 2016 : 26th International Workshop on Machine Learning for Signal Processing<\/i>, Sep 2016, Salerno, Italy. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/MLSP.2016.7738907\">&#x27E8;10.1109\/MLSP.2016.7738907&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01371179v1\">&#x27E8;hal-01371179&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01371179\/file\/MLSP2016_Final.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01371179\/file\/MLSP2016_Final.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01371179\/file\/MLSP2016_Final.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01371179v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2015<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, St\u00e9phane Derrode, Emmanuel Monfrini, Wojciech Pieczynski. EXACT FAST SMOOTHING IN SWITCHING MODELS WITH APPLICATION TO STOCHASTIC VOLATILITY. <i>EUSIPCO<\/i>, Aug 2015, Nice, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01165338v1\">&#x27E8;hal-01165338&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01165338\/file\/Eusipco15_Lissage.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01165338\/file\/Eusipco15_Lissage.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01165338\/file\/Eusipco15_Lissage.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01165338v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Ivan Gorynin, St\u00e9phane Derrode, Emmanuel Monfrini, Wojciech Pieczynski. Lissage rapide dans des mod\u00e8les non lin\u00e9aires et non gaussiens. <i>GRETSI'2015<\/i>, Sep 2015, Lyon, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01169898v1\">&#x27E8;hal-01169898&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01169898\/file\/GRETSI_2015.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01169898\/file\/GRETSI_2015.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01169898\/file\/GRETSI_2015.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01169898v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2014<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Fast filter in non-linear systems with application to stochastic volatility model. <i>EUSIPCO 2014 : 22nd European Signal Processing Conference<\/i>, Sep 2014, Lisbon, Portugal. pp.2410 - 2414. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01262462v1\">&#x27E8;hal-01262462&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01262462v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2013<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Dalila Benboudjema, Nadia Othman, Bernadette Dorizzi, Wojciech Pieczynski. Challenging eye segmentation using triplet Markov spatial models. <i>ICASSP 2013 : 38th International Conference on Acoustics, Speech, and Signal Processing<\/i>, May 2013, Vancouver, Canada. pp.1927 - 1931, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/ICASSP.2013.6637989\">&#x27E8;10.1109\/ICASSP.2013.6637989&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01277855v1\">&#x27E8;hal-01277855&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01277855v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Dalila Benboudjema, Nadia Othman, Bernadette Dorizzi, Wojciech Pieczynski. Segmentation d'images des yeux par champs de Markov triplets : applications \u00e0 la biom\u00e9trie. <i>XXIV\u00e8me Colloque Gretsi<\/i>, Sep 2013, Brest, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00867134v1\">&#x27E8;hal-00867134&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00867134v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Filtrage exact dans les syst\u00e8mes lin\u00e9aires gaussiens \u00e0 sauts markoviens. <i>XXIV\u00e8me Colloque Gretsi<\/i>, Sep 2013, Brest, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00867172v1\">&#x27E8;hal-00867172&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00867172v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Houda Hanzouli, J\u00e9r\u00f4me Lapuyade-Lahorgue, Emmanuel Monfrini, Gaspar Delso, Wojciech Pieczynski, et al.. PECT\/CT image denoising and segmentation based on a multi observation and multi scale Markov tree model. <i>NSS\/MIC 2013 : Nuclear Science Symposium and Medical Imaging Conference<\/i>, Oct 2013, S\u00e9oul, South Korea. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/NSSMIC.2013.6829281\">&#x27E8;10.1109\/NSSMIC.2013.6829281&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01056014v1\">&#x27E8;hal-01056014&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01056014v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, St\u00e9phane Derrode, Noufel Abbassi, Yohan Petetin, Fran\u00e7ois Desbouvries. Exact optimal filtering in an approximating switching system. <i>TAIMA 2013 : Traitement et Analyse de l'Information M\u00e9thodes et Applications<\/i>, May 2013, Hammamet, Tunisia. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01461574v1\">&#x27E8;hal-01461574&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01461574v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2012<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski. Unsupervised segmentation of nonstationary pairwise Markov chains using evidential priors. <i>EUSIPCO '12 : 20th European Signal Processing Conference<\/i>, Aug 2012, Bucharest, Romania. pp.2243-2247. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00778813v1\">&#x27E8;hal-00778813&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00778813v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Copulas selection in pairwise Markov chain. <i>20th Int. Conf. on Computational Statistics (COMPSTAT'12)<\/i>, Aug 2012, Limassol, Cyprus. pp. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00777162v1\">&#x27E8;hal-00777162&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00777162v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Mod\u00e8les de m\u00e9lange \u00e0 copules : simulation, restauration et s\u00e9lection. <i>PH\u00e9nom\u00e8nes Al\u00e9atoires pour la REpr\u00e9sentation des imageS (PAHRES'12)<\/i>, Feb 2012, Sidi Bou Said, Tunisie. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00777169v1\">&#x27E8;hal-00777169&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00777169v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2011<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Dalila Benboudjema, Wojciech Pieczynski. Filtrage optimal dans les syst\u00e8mes lin\u00e9aires gaussiens markoviens \u00e0 sauts. <i>GRETSI 2011 : XXIIIe Colloque<\/i>, Sep 2011, Bordeaux, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347968v1\">&#x27E8;hal-01347968&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347968v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Dalila Benboudjema, Wojciech Pieczynski. Kalman filtering approximations in triplet Markov Gaussian switching models. <i>SSP 2011 : Statistical Signal Processing Workshop<\/i>, Jun 2011, Nice, France. pp.77 - 80, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/SSP.2011.5967820\">&#x27E8;10.1109\/SSP.2011.5967820&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347978v1\">&#x27E8;hal-01347978&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347978v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Dalila Benboudjema, Mohamed El Bouchraya Malainin, Wojciech Pieczynski. Exact Kalman filtering in pairwise Gaussian switching systems. <i>ASMDA 2011 : Applied Stochastic Models and Data Analysis<\/i>, Jun 2011, Rome, Italy. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347979v1\">&#x27E8;hal-01347979&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347979v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Wojciech Pieczynski, Emmanuel Monfrini. Unsupervised segmentation of non stationary data hidden with non stationary noise. <i>WoSSPA 2011 : 7th International Workshop on Systems, Signal Processing and their Applications<\/i>, May 2011, Tipaza, Algeria. pp.255 - 258, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/WOSSPA.2011.5931466\">&#x27E8;10.1109\/WOSSPA.2011.5931466&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354693v1\">&#x27E8;hal-01354693&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354693v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski. Switching pairwise Markov chains for non stationary textured images segmentation. <i>CGVCVIP 2011 : IADIS International Conference Computer Graphics, Visualization, Computer Vision and Image Processing<\/i>, Jul 2011, Rome, Italy. pp.11 - 18. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354618v1\">&#x27E8;hal-01354618&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354618v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Mohamed El Yazid Boudaren, Emmanuel Monfrini, Wojciech Pieczynski. Unsupervised segmentation of switching pairwise Markov chains. <i>ISPA 2011 : 7th International Symposium on Image and Signal Processing and Analysis <\/i>, Sep 2011, Dubrovnik, Croatia. pp.183 - 188. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354617v1\">&#x27E8;hal-01354617&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354617v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Unsupervised restoration in Gaussian pairwise mixture models. <i>EUSIPCO<\/i>, Aug 2011, Barcelona, Spain. pp. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00777161v1\">&#x27E8;hal-00777161&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00777161v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Segmentation conjointe d'images et copules. <i>Ateliers Traitement et Analyse de l'Information : M\u00e9thodes et Applications (TAIMA'11)<\/i>, Oct 2011, Hammamet, Tunisia. pp. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00777164v1\">&#x27E8;hal-00777164&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00777164v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Emmanuel Monfrini, Wojciech Pieczynski. Arbres de Markov couple et segmentation non supervis\u00e9e d'images : cas de la mono-r\u00e9solution. <i>GRETSI 2011 : XXIIIe Colloque<\/i>, Sep 2011, Bordeaux, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01347964v1\">&#x27E8;hal-01347964&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01347964v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Selwa Rafi, Marc Castella, Wojciech Pieczynski. An extension of the ICA model using latent variables. <i>ICASSP 2011 : 36th International Conference on Acoustics, Speech and Signal Processing<\/i>, May 2011, Prague, Czech Republic. pp.3712 - 3715, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/ICASSP.2011.5947157\">&#x27E8;10.1109\/ICASSP.2011.5947157&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01302411v1\">&#x27E8;hal-01302411&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01302411\/file\/icassp11.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01302411\/file\/icassp11.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01302411\/file\/icassp11.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01302411v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Selwa Rafi, Marc Castella, Wojciech Pieczynski. Pairwise Markov model applied to unsupervised image separation. <i>SPPRA '11 : The Eighth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications<\/i>, Feb 2011, Innsbruck, Austria. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.2316\/P.2011.721-044\">&#x27E8;10.2316\/P.2011.721-044&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00714717v1\">&#x27E8;hal-00714717&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-00714717\/file\/iasted11.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-00714717\/file\/iasted11.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-00714717\/file\/iasted11.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-00714717v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Selwa Rafi, Marc Castella, Wojciech Pieczynski. Une extension avec variables latentes du mod\u00e8le d'analyse en composantes ind\u00e9pendantes. <i>GRETSI 2011 : XXIIIe Colloque<\/i>, Sep 2011, Bordeaux, France. pp.1 - 4. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01465735v1\">&#x27E8;hal-01465735&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01465735\/file\/gretsi11.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01465735\/file\/gretsi11.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01465735\/file\/gretsi11.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01465735v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2010<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Wojciech Pieczynski. Long memory based approximation of filtering in non linear switching systems. <i>SMTDA 2010 : Stochastic Modeling Techniques and Data Analysis International Conference<\/i>, Jun 2010, Chania, Greece. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354810v1\">&#x27E8;hal-01354810&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354810v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">No\u00e9mie Bardel, Noufel Abbassi, Fran\u00e7ois Desbouvries, Wojciech Pieczynski, Fr\u00e9d\u00e9ric Barbaresco. A bayesian filtering algorithm in jump Markov systems with application to track-before-detect. <i>Radar 2010 : IEEE International Radar Conference<\/i>, May 2010, Washington, United States. pp.1397 - 1402, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/RADAR.2010.5494397\">&#x27E8;10.1109\/RADAR.2010.5494397&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01306300v1\">&#x27E8;hal-01306300&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01306300v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. EM and ICE in hidden and triplet Markov models. <i>SMTDA 2010 : Stochastic Modeling Techniques and Data Analysis International Conference<\/i>, Jun 2010, Chania, Greece. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01354803v1\">&#x27E8;hal-01354803&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-01354803v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2009<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Wojciech Pieczynski. Filtrage exact partiellement non supervis\u00e9 dans les mod\u00e8les cach\u00e9s \u00e0 sauts markoviens. <i>GRETSI 2009 : XXIIe Colloque du Groupe d'Etudes du Traitement du Signal et des Images<\/i>, Sep 2009, Dijon, France. pp.1 - 4. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01360670v1\">&#x27E8;hal-01360670&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01360670\/file\/C93.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01360670\/file\/C93.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01360670\/file\/C93.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01360670v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Florence Forbes, Wojciech Pieczynski. New trends in Markov models and related learning to restore data. <i>MLSP 2009 - IEEE International Workshop on Machine Learning for Signal Processing<\/i>, Sep 2009, Grenoble, France. pp.1-6, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/MLSP.2009.5306255\">&#x27E8;10.1109\/MLSP.2009.5306255&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/inria.hal.science\/hal-00781201v1\">&#x27E8;hal-00781201&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/inria.hal.science\/hal-00781201v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, Noufel Abbassi. Exact filtering and smoothing in short or long memory stochastic switching systems. <i>IEEE International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING<\/i>, Sep 2009, Grenoble, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00408868v1\">&#x27E8;hal-00408868&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-00408868\/file\/C91.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-00408868\/file\/C91.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-00408868\/file\/C91.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-00408868v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, F. Salzenstein. Lissage exact dans les arbres al\u00e9atoires triplets \u00e0 sauts markoviens. <i>XXII\u00e8me Colloque GRETSI<\/i>, Sep 2009, Dijon, France. pp. 1-4 (http:\/\/hdl.handle.net\/2042\/28949). <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00463971v1\">&#x27E8;hal-00463971&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00463971v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, Noufel Abbassi, Mohamed Ben Mabrouk. Exact filtering and smoothing in Markov switching systems hidden with Gaussian long memory noise. <i>ASMDA 2009 : XIII International Conference Applied Stochastic Models and Data Analysis<\/i>, Jun 2009, Vilnius, Lithuania. pp.208 - 211. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01360653v1\">&#x27E8;hal-01360653&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01360653\/file\/Exact%20Filtering%20and%20Smoothing%20in%20Markov%20Switching%20Systems%20Hidden%20with%20Gaussian%20Long%20Memory%20Noise.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01360653\/file\/Exact%20Filtering%20and%20Smoothing%20in%20Markov%20Switching%20Systems%20Hidden%20with%20Gaussian%20Long%20Memory%20Noise.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01360653\/file\/Exact%20Filtering%20and%20Smoothing%20in%20Markov%20Switching%20Systems%20Hidden%20with%20Gaussian%20Long%20Memory%20Noise.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01360653v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, Fran\u00e7ois Desbouvries. Exact Bayesian smoothing in triplet switching Markov chains. <i>S. Co. 2009 : Complex Data Modeling and Computationally Intensive Statistical Methods for Estimation and Prediction <\/i>, Sep 2009, Milan, Italy. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01365911v1\">&#x27E8;hal-01365911&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01365911\/file\/C94.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01365911\/file\/C94.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01365911\/file\/C94.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01365911v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact smoothing in hidden conditionally Markov switching chains. <i>ASMDA 2009 : XIII International Conference Applied Stochastic Models and Data Analysis<\/i>, Jun 2009, Vilnius Lithuania. pp.212 - 216. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01360396v1\">&#x27E8;hal-01360396&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01360396\/file\/exact%20smoothing%20in%20hidden%20conditionally%20markov%20switching%20chains.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01360396\/file\/exact%20smoothing%20in%20hidden%20conditionally%20markov%20switching%20chains.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01360396\/file\/exact%20smoothing%20in%20hidden%20conditionally%20markov%20switching%20chains.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01360396v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2008<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Noufel Abbassi, Wojciech Pieczynski. Exact filtering in semi-Markov jumping system. <i>ICCMSE 2008 : 6th International Conference of Computational Methods in Sciences and Engineering<\/i>, Sep 2008, Hersonissos, Greece. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1063\/1.3225273\">&#x27E8;10.1063\/1.3225273&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01394350v1\">&#x27E8;hal-01394350&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01394350\/file\/C83.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01394350\/file\/C83.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01394350\/file\/C83.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01394350v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">J\u00e9r\u00f4me Lapuyade-Lahorgue, Wojciech Pieczynski. Unsupervised segmentation of non-stationary hidden Markov chains with copulas. <i>IASC '08 : Joint 4th World Conference of the IASC and 6th of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis<\/i>, Dec 2008, Yokohama, Japan. pp.1-10. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00796663v1\">&#x27E8;hal-00796663&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00796663v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Pairwise and uniformly hidden Markov fields. <i>ICCMSE '08 : Sixth International Conference of Computational Methods in Sciences and Engineering<\/i>, Sep 2008, Hersonissos, Crete, Greece. pp.193. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00796763v1\">&#x27E8;hal-00796763&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00796763v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact Calculation of Optimal Filter in Hidden Markov Switching Long-Memory Chain. <i>International Conference on Mathematics and Statistics (ICMS 2009)<\/i>, Jun 2008, Ath\u00e8nes, Greece. pp.1-10. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00403154v1\">&#x27E8;hal-00403154&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-00403154\/file\/C87.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-00403154\/file\/C87.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-00403154\/file\/C87.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-00403154v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact calculation of optimal filter in semi-Markov switching model. <i>IASC '08 : Joint 4th World Conference of the IASC and 6th of the Asian Regional Section of the IASC on Computational Statistics & Data Analysis<\/i>, Dec 2008, Yokohama, Japan. pp.1-8. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00796636v1\">&#x27E8;hal-00796636&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00796636v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2006<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Lamia Benyoussef, Wojciech Pieczynski. Contextual estimation of hidden Markov chains with application to image segmentation. <i>Int. Conf. on Acoustics, Speech and Signal Processing<\/i>, 2006, Toulouse, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082716v1\">&#x27E8;hal-00082716&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082716v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Gr\u00e9goire Mercier, St\u00e9phane Derrode, Wojciech Pieczynski, Jean-Marie Nicolas, Annabelle Joannic-Chardin, et al.. Copula-based stochastic kernels for abrupt change detection. <i>2009 IEEE International Geoscience & Remote Sensing Symposium<\/i>, 2006, Denver, Colorado, United States. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082709v1\">&#x27E8;hal-00082709&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082709v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2005<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Nicolas Brunel, Wojciech Pieczynski, St\u00e9phane Derrode. Copulas in vectorial hidden Markov chains for multicomponent image segmentation. <i>Int. Conf. on Acoustics, Speech and Signal Processing<\/i>, 2005, Philadelphia, United States. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082768v1\">&#x27E8;hal-00082768&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082768v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, Fran\u00e7ois Desbouvries. On Triplet Markov Chains. <i>ASMDA<\/i>, May 2005, Brest, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04415484v1\">&#x27E8;hal-04415484&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04415484\/file\/asmda-wp.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04415484\/file\/asmda-wp.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04415484\/file\/asmda-wp.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04415484v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2004<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Jean Lecomte, Fran\u00e7ois Desbouvries, Wojciech Pieczynski. A MULTISCALE SMOOTHING ALGORITHM FOR PAIRWISE MARKOV TREES. <i>sixth IMA International Conference on Mathematics in Signal Processing<\/i>, Dec 2004, Cirencester, United Kingdom. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04415504v1\">&#x27E8;hal-04415504&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04415504\/file\/papier-ima-web.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04415504\/file\/papier-ima-web.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04415504\/file\/papier-ima-web.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04415504v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2003<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Gr\u00e9goire Mercier, Wojciech Pieczynski. Unsupervised multicomponent image segmentation combining a vectorial HMC model and ICA. <i>Int. Conf. On Image Processing<\/i>, 2003, Barcelona, Spain. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082594v1\">&#x27E8;hal-00082594&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082594v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Gr\u00e9goire Mercier, Wojciech Pieczynski. Unsupervised change detection in SAR images using a multicomponent HMC model. <i>MultiTemp'03<\/i>, 2003, Ispra, Italy. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082583v1\">&#x27E8;hal-00082583&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082583v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. Segmentation non supervis\u00e9e d'images par cha\u00eene de Markov couple. <i>Ateliers Traitement et Analyse de l'Information : M\u00e9thodes et Applications<\/i>, 2003, Hammamet, Tunisie. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082622v1\">&#x27E8;hal-00082622&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082622v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Gr\u00e9goire Mercier, Wojciech Pieczynski, Ren\u00e9 Garello, Jean-Marc Le Caillec. Multiscale oil slick segmentation with Markov chain model. <i>IGARSS'03<\/i>, 2003, Toulouse, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082587v1\">&#x27E8;hal-00082587&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082587v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Fran\u00e7ois Desbouvries, Wojciech Pieczynski. PARTICLE FILTERING IN PAIRWISE AND TRIPLET MARKOV CHAINS. <i>IEEE - EURASIP Workshop on Nonlinear Signal and Image Processing (NSIP 2003)<\/i>, IEEE & EURASIP, Jun 2003, Grado-Gorizia, Italy. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04415536v1\">&#x27E8;hal-04415536&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04415536\/file\/nsip2003-wp.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04415536\/file\/nsip2003-wp.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04415536\/file\/nsip2003-wp.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04415536v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Emmanuel Monfrini, Jean Lecomte, Fran\u00e7ois Desbouvries, Wojciech Pieczynski. IMAGE AND SIGNAL RESTORATION USING PAIRWISE MARKOV TREES. <i>IEEE Workshop on Statistical Signal Processing, 2003<\/i>, IEEE, Sep 2003, St. Louis, United States. pp.174-177, <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1109\/SSP.2003.1289372\">&#x27E8;10.1109\/SSP.2003.1289372&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04415528v1\">&#x27E8;hal-04415528&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04415528\/file\/ssp03-StLouis-wp.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04415528\/file\/ssp03-StLouis-wp.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04415528\/file\/ssp03-StLouis-wp.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04415528v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2002<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Wojciech Pieczynski. SAR image segmentation using generalized pairwise Markov chains. <i>9th SPIE-RS'02<\/i>, 2002, Crete, Greece. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00082597v1\">&#x27E8;hal-00082597&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00082597v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2000<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">St\u00e9phane Derrode, Jean-Marc Boucher, Yves Delignon, Ren\u00e9 Garello, Jean-Marc Le Caillec, et al.. Segmentation statistique non supervis\u00e9e des images radar. <i>R\u00e9union du Programme National de T\u00e9l\u00e9d\u00e9tection Spatiale<\/i>, Oct 2000, Paris, France. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02890076v1\">&#x27E8;hal-02890076&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-02890076v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">R. Fjortoft, Jean-Marc Boucher, Yves Delignon, Ren\u00e9 Garello, Jean-Marc Le Caillec, et al.. Unsupervised Classification of Radar Images based on hidden Markov Models and Generalised Mixture Estimation. <i>Conf on SAR Image Analysis, Modelling and Techniques, European Symposium on Remote Sensing<\/i>, Jul 2000, Amsterdam, Pays-Bas. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-02890007v1\">&#x27E8;hal-02890007&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-02890007v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='Rubrique'>Chapitre d'ouvrage<\/p>\n<p class='SousRubrique'>2013<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Exact calculation of optimal filters in hidden Markov switching long-memory chain. <i>Essays on mathematics and statistics : Volume 3<\/i>, ATINER, pp.193-202, 2013, 978-960-9549-34-9. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00842389v1\">&#x27E8;hal-00842389&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00842389v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2010<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Triplet Markov chains and image segmentation. <i>Inverse problems in vision and 3D tomography<\/i>, iSTE;WILEY, pp.123-153, 2010, 978-1-84821-172-8. <a target=\"_blank\" href=\"https:\/\/dx.doi.org\/10.1002\/9781118603864.ch4\">&#x27E8;10.1002\/9781118603864.ch4&#x27E9;<\/a>. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00830288v1\">&#x27E8;hal-00830288&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00830288v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='SousRubrique'>2009<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. Cha\u00eenes de Markov triplets et segmentation des images. <i>Probl\u00e8mes inverses en imagerie et vision<\/i>, Herm\u00e8s-Lavoisier, pp.127-159, 2009, IC2 : S\u00e9rie Traitement du Signal et de l'Image, 978-2-7462-1998-4. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-00801932v1\">&#x27E8;hal-00801932&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au bibtex<\/dt>\n<dd class=\"ValeurRes LienBibtex\">\n<a href=\"https:\/\/hal.science\/hal-00801932v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/dd>\n<\/dl>\n<p class='Rubrique'>Pr\u00e9-publication, Document de travail<\/p>\n<p class='SousRubrique'>2025<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">E Azeraf, W Pieczynski. On Characterization of Conditional Random Fields Equivalent to Partially Markov Models. 2025. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05351937v1\">&#x27E8;hal-05351937&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-05351937\/file\/Manuscript.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-05351937\/file\/Manuscript.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-05351937\/file\/Manuscript.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-05351937v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Marc Escudier, Cl\u00e9ment Fernandes, Wojciech Pieczynski. On robustness of pairwise Kalman filters. 2025. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-05214100v1\">&#x27E8;hal-05214100&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-05214100\/file\/Article%20HAL%20Ao%C3%BBt%202025.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-05214100\/file\/Article%20HAL%20Ao%C3%BBt%202025.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-05214100\/file\/Article%20HAL%20Ao%C3%BBt%202025.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-05214100v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2023<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Elie Azeraf, Wojciech Pieczynski. Equivalence between conditional random fields and partially Markov models. 2023. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04280748v2\">&#x27E8;hal-04280748v2&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04280748\/file\/HALV2.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04280748\/file\/HALV2.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04280748\/file\/HALV2.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04280748v2\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski. On marginal markovianity in gaussian pairwise Markov models. 2023. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-04296719v1\">&#x27E8;hal-04296719&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-04296719\/file\/HAL.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-04296719\/file\/HAL.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-04296719\/file\/HAL.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-04296719v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<p class='SousRubrique'>2018<\/p>\n<dl class='NoticeRes'>\n<dt class=\"ChampRes\">ref_biblio<\/dt><dd class=\"ValeurRes ref_biblio\">Wojciech Pieczynski, St\u00e9phane Derrode, Ivan Gorynin, Emmanuel Monfrini. Triplet Markov models and fast smoothing in switching systems. 2018. <a target=\"_blank\" href=\"https:\/\/hal.science\/hal-01864473v1\">&#x27E8;hal-01864473&#x27E9;<\/a><\/dd>\n<dt class=\"ChampRes\">Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n<dd class=\"ValeurRes Fichier_joint\">\n<a href=\"https:\/\/hal.science\/hal-01864473\/file\/Smoothing%20with%20TMMs.pdf\"  target=\"_blank\">\n<img decoding=\"async\" alt=\"https:\/\/hal.science\/hal-01864473\/file\/Smoothing%20with%20TMMs.pdf\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_pdf.png\" border=\"0\" title=\"https:\/\/hal.science\/hal-01864473\/file\/Smoothing%20with%20TMMs.pdf\" \/><\/a>\n<span class=\"LienBibtexACoteFulltext\"><a href=\"https:\/\/hal.science\/hal-01864473v1\/bibtex\" target=\"_self\">\n<img decoding=\"async\" alt=\"BibTex\" src=\"https:\/\/haltools.archives-ouvertes.fr\/images\/Haltools_bibtex3.png\" border=\"0\"  title=\"BibTex\" \/><\/a>\n<\/span><\/dd>\n<\/dl>\n<\/div>\n<\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":4,"featured_media":4317,"parent":2438,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","footnotes":""},"class_list":["post-3614","page","type-page","status-publish","has-post-thumbnail","hentry","entry","has-media"],"_links":{"self":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/3614","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/comments?post=3614"}],"version-history":[{"count":1,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/3614\/revisions"}],"predecessor-version":[{"id":3615,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/3614\/revisions\/3615"}],"up":[{"embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/2438"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/media\/4317"}],"wp:attachment":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/media?parent=3614"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}