{"id":4206,"date":"2022-06-24T17:53:57","date_gmt":"2022-06-24T15:53:57","guid":{"rendered":"https:\/\/samovar2022.int-evry.fr\/index.php\/acmes-2\/francois-desbouvries-2\/"},"modified":"2026-01-28T10:37:25","modified_gmt":"2026-01-28T09:37:25","slug":"francois-desbouvries-2","status":"publish","type":"page","link":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/acmes-2\/francois-desbouvries-2\/","title":{"rendered":"Fran\u00e7ois DESBOUVRIES"},"content":{"rendered":"\t\t
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SAMOVAR – SAMOVAR
Telecom SudParis
\r\n9 rue Charles Fourier
\r\n91011 EVRY CEDEX<\/p>

Fax : +33 (0) 1 60 76 20 80<\/p><\/div>

Pr. Fran\u00e7ois DESBOUVRIES<\/span><\/h1>
Professeur<\/em>
Direction & personnel de support<\/span><\/a>, SOP<\/span><\/a><\/span><\/div>
francois.desbouvries[@-Code to remove to avoid SPAM-<\/span>]telecom-sudparis.eu<\/span><\/div><\/div><\/div><\/p>

Cliquez ici pour la version en fran\u00e7ais<\/strong><\/em><\/a><\/p>

Fran\u00e7ois Desbouvries received the Engineer Degree<\/strong> in Telecommunications (1987), the Ph.D.<\/strong> degree in Signal and Image Processing (1991), both from Telecom Paris<\/a>, France, and the Habilitation \u00e0 Diriger des Recherches<\/strong> (HDR) in Signal Processing from the Marne la Vall\u00e9e University<\/a>, France (2001). He is a full Professor at Telecom SudParis<\/a>.<\/p>

His areas of interest are statistical signal processing and data science, and in particular Bayesian statistics and inference in hidden data models, sequential Monte Carlo methods, and variational inference. Click here for a brief description of his main results.<\/strong><\/a><\/p>

Fran\u00e7ois Desbouvries is an IEEE Senior Member (2007). From 2014 to 2018 he has been an Associate Editor of the IEEE Transactions on Signal Processing<\/em><\/a> journal.<\/p>

From 2014 to 2017 he has been a member of ANR<\/a> (the French main funding agency) scientific committees (responsible for evaluation and ranking of grant applications).<\/p>

From 2019 to 2023 he has been one of the Associate Scientific Directors of \u201cGdR ISIS\u201d (Information, Signal, Image and Vision) in charge of the topic \u201cMethods and models in signal processing\u201d (GDR ISIS is a CNRS-funded national network with ~3000 members from 150 research labs, and an important structure devoted to fostering and advancing signal & image processing in France).<\/p>

From 2008 to 2019 he has been the head of the \u201cInformation processing for images and communications\u201d team of the SAMOVAR lab (~ 20 researchers).<\/p>

Since 2020, he has been the Director of the SAMOVAR lab<\/a> (104 permanent researchers. SAMOVAR is a laboratory specialized in Information and communication sciences and technologies, and is one of the 32 labs of the Research Center of the Institut Polytechnique de Paris<\/a>).<\/p>

\n

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Article dans une revue<\/p>\n

2024<\/p>\n

\n
ref_biblio<\/dt>
Elouan Argouarc’H, Fran\u00e7ois Desbouvries. Binary classification based Monte Carlo simulation. IEEE Signal Processing Letters<\/i>, 2024, 31, pp.1449-1453. ⟨10.1109\/LSP.2024.3396403⟩<\/a>. ⟨hal-04591977⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04591977\/file\/SPL-37496-2023.R1%20-%20reduced.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2023<\/p>\n

\n
ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Yohan Petetin, Achille Sala\u00fcn. Expressivity of hidden Markov chains vs. Recurrent neural networks from a system theoretic viewpoint. IEEE Transactions on Signal Processing<\/i>, 2023, 71, pp.4178-4191. ⟨10.1109\/TSP.2023.3328108⟩<\/a>. ⟨hal-03746170⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-03746170\/file\/main.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2021<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Yazid Janati, Fran\u00e7ois Desbouvries. Structured variational Bayesian inference for Gaussian state-space models with regime switching. IEEE Signal Processing Letters<\/i>, 2021, 28, pp.1953-1957. ⟨10.1109\/LSP.2021.3113279⟩<\/a>. ⟨hal-03348244⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2018<\/p>\n

\n
ref_biblio<\/dt>
Roland Lamberti, Yohan Petetin, Fran\u00e7ois Desbouvries, Fran\u00e7ois Septier. Semi-independent resampling for particle filtering. IEEE Signal Processing Letters<\/i>, 2018, 25 (1), pp.130 – 134. ⟨10.1109\/LSP.2017.2775150⟩<\/a>. ⟨hal-01670395⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01670395\/file\/1710.05407.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2017<\/p>\n

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ref_biblio<\/dt>
Roland Lamberti, Yohan Petetin, Fran\u00e7ois Desbouvries, Fran\u00e7ois Septier. Independent resampling sequential Monte Carlo algorithms. IEEE Transactions on Signal Processing<\/i>, 2017, 65 (20), pp.5318 – 5333. ⟨10.1109\/TSP.2017.2726971⟩<\/a>. ⟨hal-01593422⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01593422\/file\/1607.05758.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2015<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Bayesian conditional Monte Carlo Algorithm for nonlinear time-series state estimation. IEEE Transactions on Signal Processing<\/i>, 2015, 63 (14), pp.3586 – 3598. ⟨10.1109\/TSP.2015.2423251⟩<\/a>. ⟨hal-01255022⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01255022\/file\/article_YohanPetetin.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2014<\/p>\n

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ref_biblio<\/dt>
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. Traitement du Signal<\/i>, 2014, 31 (3-4), pp.339-361. ⟨10.3166\/TS.31.1-23⟩<\/a>. ⟨hal-01157813⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01157813\/file\/TS2014.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. A class of fast exact Bayesian filters in dynamical models with jumps. IEEE Transactions on Signal Processing<\/i>, 2014, 62 (14), pp.3643 – 3653. ⟨10.1109\/TSP.2014.2329265⟩<\/a>. ⟨hal-01262437⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01262437\/file\/arXiv_1310.0226.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Yohan Petetin, Mark Morelande, Fran\u00e7ois Desbouvries. Marginalized particle PHD filters for multiple object Bayesian filtering. IEEE Transactions on Aerospace and Electronic Systems<\/i>, 2014, 50 (2), pp.1182 – 1196 ⟨10.1109\/TAES.2014.120805⟩<\/a>. ⟨hal-01264791⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2013<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Optimal SIR algorithm vs. fully adapted auxiliary particle filter : a non asymptotic analysis. Statistics and Computing<\/i>, 2013, 23 (6), pp.759-775. ⟨10.1007\/s11222-012-9345-5⟩<\/a>. ⟨hal-00862193⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Bayesian multi-object filtering for pairwise Markov chains. IEEE Transactions on Signal Processing<\/i>, 2013, 61 (18), pp.4481 – 4490. ⟨10.1109\/TSP.2013.2271751⟩<\/a>. ⟨hal-01263075⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2012<\/p>\n

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ref_biblio<\/dt>
No\u00e9mie Bardel, Fran\u00e7ois Desbouvries. Exact bayesian prediction in a class of Markov-switching models. Methodology and Computing in Applied Probability<\/i>, 2012, 14 (1), pp.125-134. ⟨10.1007\/s11009-010-9189-4⟩<\/a>. ⟨hal-00659591⟩<\/a><\/dd>\n
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2011<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. Fixed-interval Kalman smoothing algorithms in singular state-space systems. Journal of Signal Processing Systems<\/i>, 2011, 65 (3), pp.469 – 478. ⟨10.1007\/s11265-010-0532-3⟩<\/a>. ⟨hal-01303653⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Yohan Petetin, Boujemaa Ait-El-Fquih. Direct, prediction- and smoothing-based Kalman and particle filter algorithms. Signal Processing<\/i>, 2011, 91 (8), pp.2064 – 2077. ⟨10.1016\/j.sigpro.2011.03.013⟩<\/a>. ⟨hal-01354694⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2010<\/p>\n

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ref_biblio<\/dt>
Alberto Gaspar Guimaraes, Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. A fixed-lag particle smoother for blind SISO equalization of time-varying channels. IEEE Transactions on Wireless Communications<\/i>, 2010, 9 (2), pp.512 – 516. ⟨10.1109\/TWC.2010.02.081694⟩<\/a>. ⟨hal-01332852⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

2008<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. On Bayesian fixed-interval smoothing algorithms. IEEE Transactions on Automatic Control<\/i>, 2008, 53 (10), pp.2437 – 2442. ⟨10.1109\/TAC.2008.2007858⟩<\/a>. ⟨hal-01465796⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

2005<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Jean Lecomte. Multiscale Bayesian restoration in pairwise Markov trees. IEEE Transactions on Automatic Control<\/i>, 2005, 50 (8), pp.1185 – 1190. ⟨10.1109\/TAC.2005.852552⟩<\/a>. ⟨hal-01347781⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2003<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Wojciech Pieczynski. Mod\u00e8les de Markov triplet et filtrage de Kalman. Comptes Rendus. Math\u00e9matique<\/i>, 2003, 336 (8), pp.667 – 670. ⟨10.1016\/S1631-073X(03)00152-3⟩<\/a>. ⟨hal-01347766⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries. Non-Euclidean geometrical aspects of the Schur and Levinson-Szeg\u00f6 algorithms. IEEE Transactions on Information Theory<\/i>, 2003, 49 (8), pp.1992 – 2003. ⟨10.1109\/TIT.2003.814478⟩<\/a>. ⟨hal-01347779⟩<\/a><\/dd>\n
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2002<\/p>\n

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ref_biblio<\/dt>
Walid Hachem, Fran\u00e7ois Desbouvries, Philippe Loubaton. A MIMO channel blind identification algorithm in the presence of spatially correlated noise. IEEE Transactions on Signal Processing<\/i>, 2002, 50 (3), pp.651-661. ⟨hal-00621712⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2000<\/p>\n

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ref_biblio<\/dt>
Walid Hachem, Fran\u00e7ois Desbouvries, Philippe Loubaton. Identification of certain Noisy MA Models : New Results. Systems and Control Letters<\/i>, 2000, 39 (1), pp.237-43. ⟨hal-00621713⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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1999<\/p>\n

\n
ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Philippe Loubaton. On the identification of certain rational transfer functions from truncated autocovariance sequences. IEEE Transactions on Automatic Control<\/i>, 1999, 44 (5), pp.1078-1081. ⟨hal-00621707⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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Communication dans un congr\u00e8s<\/p>\n

2023<\/p>\n

\n
ref_biblio<\/dt>
Elouan Argouarc’H, Fran\u00e7ois Desbouvries, Eric Barat, Eiji Kawasaki, Thomas Dautremer. Apprentissage bay\u00e9sien semi-supervis\u00e9 par mod\u00e9lisation g\u00e9n\u00e9rative. GRETSI 2023 – XXIX\u00e8me Colloque Francophone de Traitement du Signal et des Images (GRETSI )<\/i>, Aug 2023, Grenoble, France. ⟨hal-04316579⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04316579\/file\/2023_argouarch1365.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2022<\/p>\n

\n
ref_biblio<\/dt>
Elouan Argouarc’H, Fran\u00e7ois Desbouvries, Eric Barat, Eiji Kawasaki, Thomas Dautremer. Flots stochastiques discrets. GRETSI 2022 – XXVIII\u00e8me Colloque Francophone de Traitement du Signal et des Images (GRETSI )<\/i>, Sep 2022, Nancy, France. pp.849-852. ⟨hal-04316616⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04316616\/file\/argouarch1049-2.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2019<\/p>\n

\n
ref_biblio<\/dt>
Achille Sala\u00fcn, Yohan Petetin, Fran\u00e7ois Desbouvries. Comparing the modeling powers of RNN and HMM. ICMLA 2019: 18th International Conference on Machine Learning and Applications<\/i>, Dec 2019, Boca Raton, FL, United States. pp.1496-1499. ⟨hal-02387002⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-02387002\/file\/2019-icmla.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2018<\/p>\n

\n
ref_biblio<\/dt>
Roland Lamberti, Yohan Petetin, Fran\u00e7ois Septier, Fran\u00e7ois Desbouvries. A double proposal normalized importance sampling estimator. SSP 2018: IEEE Statistical Signal Processing Workshop<\/i>, Jun 2018, Freiburg, Germany. pp.238 – 242, ⟨10.1109\/SSP.2018.8450849⟩<\/a>. ⟨hal-01870199⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01870199\/file\/2018-ssp-roland.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2017<\/p>\n

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ref_biblio<\/dt>
Roland Lamberti, Fran\u00e7ois Desbouvries, Fran\u00e7ois Septier, Yohan Petetin. R\u00e9\u00e9chantillonnage ind\u00e9pendant et semi-ind\u00e9pendant pour le filtrage particulaire. XXVI\u00e8me Colloque GRETSI<\/i>, Sep 2017, Juan-Les-Pins, France. ⟨hal-01679000⟩<\/a><\/dd>\n
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2016<\/p>\n

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ref_biblio<\/dt>
Roland Lamberti, Yohan Petetin, Fran\u00e7ois Septier, Fran\u00e7ois Desbouvries. Particle filters with independent resampling. ICASSP 2016 : 41st International Conference on Acoustics, Speech and Signal Processing<\/i>, Mar 2016, Shanghai, China. pp.3994 – 3998, ⟨10.1109\/ICASSP.2016.7472427⟩<\/a>. ⟨hal-01341157⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Roland Lamberti, Yohan Petetin, Fran\u00e7ois Septier, Fran\u00e7ois Desbouvries. An improved SIR-based sequential Monte Carlo algorithm. 2016 IEEE Workshop on Statistical Signal Processing (SSP 16)<\/i>, Jun 2016, Palma de Mallorca, Spain. ⟨hal-01359095⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2015<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Un algorithme d’estimation non supervis\u00e9e dans des mod\u00e8les Markoviens \u00e0 sauts. Gretsi 2015 : XXVe colloque Gretsi<\/i>, Sep 2015, Lyon, France. ⟨hal-01255026⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01255026\/file\/article_YohanPetetin_2015-gretsi.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2014<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Exact Bayesian estimation in constrained Triplet Markov Chains. 2014 MLSP : IEEE International Workshop on Machine Learning for Signal Processing<\/i>, Sep 2014, Reims, France. ⟨10.1109\/MLSP.2014.6958847⟩<\/a>. ⟨hal-01262438⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01262438\/file\/article_YohanPetetin_Exact%20Bayesian%20estimation.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2013<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Un nouvel algorithme de filtrage dans les mod\u00e8les de Markov \u00e0 saut lin\u00e9aires et Gaussiens. XXIV\u00e8me Colloque Gretsi<\/i>, Sep 2013, Brest, France. ⟨hal-00867111⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Yohan Petetin, Mark Morelande, Fran\u00e7ois Desbouvries. Filtrage particulaire marginalis\u00e9 pour la poursuite multi-objets. XXIV\u00e8me Colloque Gretsi<\/i>, Sep 2013, Brest, France. ⟨hal-00867104⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Wojciech Pieczynski, St\u00e9phane Derrode, Noufel Abbassi, Yohan Petetin, Fran\u00e7ois Desbouvries. Exact optimal filtering in an approximating switching system. TAIMA 2013 : Traitement et Analyse de l’Information M\u00e9thodes et Applications<\/i>, May 2013, Hammamet, Tunisia. ⟨hal-01461574⟩<\/a><\/dd>\n
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2012<\/p>\n

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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Further Rao-Blackwellizing an already Rao-Blackwellized algorithm for jump Markov state space systems. ISSPA ’12 : The 11th International Conference on Information Sciences, Signal Processing and their Applications<\/i>, Jul 2012, Montreal, Canada. pp.706-711, ⟨10.1109\/ISSPA.2012.6310644⟩<\/a>. ⟨hal-00765888⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. A mixed GM\/SMC implementation of the probability hypothesis density filter. ISSPA ’12 : The 11th International Conference on Information Sciences, Signal Processing and their Applications<\/i>, Jul 2012, Montreal, Canada. pp.425-430, ⟨10.1109\/ISSPA.2012.6310588⟩<\/a>. ⟨hal-00765490⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. A semi-exact sequential Monte Carlo filtering algorithm in hidden Markov chains. ISSPA ’12 : The 11th International Conference on Information Sciences, Signal Processing and their Applications<\/i>, Jul 2012, Montreal, Canada. pp.595-600, ⟨10.1109\/ISSPA.2012.6310621⟩<\/a>. ⟨hal-00765899⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Marginalized PHD filters for multi-target filtering. ISSPA ’12 : The 11th International Conference on Information Sciences, Signal Processing and their Applications<\/i>, Jul 2012, Montreal, Canada. pp.419-424, ⟨10.1109\/ISSPA.2012.6310587⟩<\/a>. ⟨hal-00765488⟩<\/a><\/dd>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Multi-object filtering for pairwise Markov chains. ISSPA ’12 : The 11th International Conference on Information Sciences, Signal Processing and their Applications<\/i>, Jul 2012, Montreal, Canada. pp.348 -353, ⟨10.1109\/ISSPA.2012.6310573⟩<\/a>. ⟨hal-00765497⟩<\/a><\/dd>\n
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2011<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Yohan Petetin, Emmanuel Monfrini. Optimal SIR algorithm vs. fully adapted auxiliary particle filter : a matter of conditional independence. ICASSP 2011 : International Conference on Acoustics, Speech and Signal Processing<\/i>, May 2011, Prague, Czech Republic. pp.3992 – 3995, ⟨10.1109\/ICASSP.2011.5947227⟩<\/a>. ⟨hal-01304056⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Yohan Petetin, Emmanuel Monfrini. A non asymptotical analysis of the optimal SIR algorithm vs. the fully adapted auxiliary particle filter. SSP 2011 : Statistical Signal Processing Workshop<\/i>, Jun 2011, Nice, France. pp.213 – 216, ⟨10.1109\/SSP.2011.5967662⟩<\/a>. ⟨hal-01354690⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Yohan Petetin, Emmanuel Monfrini. Filtrage particulaire optimal et filtrage particulaire auxiliaire adapt\u00e9 : une analyse non asymptotique. GRETSI 2011 : XXIIIe Colloque<\/i>, Sep 2011, Bordeaux, France. ⟨hal-01347966⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. A particle smoothing implementation of the fully-adapted auxiliary particle filter : an alternative to auxiliary particle filters. SSP 2011 : Statistical Signal Processing Workshop<\/i>, Jun 2011, Nice, France. pp.217 – 220, ⟨10.1109\/SSP.2011.5967663⟩<\/a>. ⟨hal-01354688⟩<\/a><\/dd>\n
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2010<\/p>\n

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ref_biblio<\/dt>
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. Radar 2010 : IEEE International Radar Conference<\/i>, May 2010, Washington, United States. pp.1397 – 1402, ⟨10.1109\/RADAR.2010.5494397⟩<\/a>. ⟨hal-01306300⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Yohan Petetin, Fran\u00e7ois Desbouvries. Direct vs. indirect sequential Monte-Carlo filters. SMTDA 2010 : Stochastic Modeling Techniques and Data Analysis International Conference<\/i>, Jun 2010, Chania, Greece. pp.121 – 128. ⟨hal-01306303⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

2009<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. Bayesian fixed-interval smoothing algorithms in singular state-space systems. MLSP 2009 : IEEE International workshop on Machine Learning for Signal Processing<\/i>, Sep 2009, Grenoble, France. pp.1 – 5, ⟨10.1109\/MLSP.2009.5306257⟩<\/a>. ⟨hal-01366530⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
No\u00e9mie Bardel, Fran\u00e7ois Desbouvries. Exact bayesian restoration in non-gaussian Markov-switching trees. S. Co. 2009 : Complex Data Modeling and Computationally Intensive Statistical Methods for Estimation and Prediction <\/i>, Sep 2009, Milan, Italy. ⟨hal-01365913⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01365913\/file\/viewpaper.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
No\u00e9mie Bardel, Fran\u00e7ois Desbouvries. Exact bayesian prediction in non-gaussian Markov-switching model. ASMDA 2009 : XIIIth International Conference on Applied Stochastic Models and Data Analysis<\/i>, Jun 2009, Vilnius, Lithuania. pp.199 – 202. ⟨hal-01367823⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Wojciech Pieczynski, Fran\u00e7ois Desbouvries. Exact Bayesian smoothing in triplet switching Markov chains. S. Co. 2009 : Complex Data Modeling and Computationally Intensive Statistical Methods for Estimation and Prediction <\/i>, Sep 2009, Milan, Italy. ⟨hal-01365911⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-01365911\/file\/C94.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2008<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. A new particle filtering algorithm with structurally optimal importance function. ICASSP 2008 : IEEE International Conference on Acoustics, Speech and Signal Processing<\/i>, Mar 2008, Las Vegas, United States. pp.3413 – 3416, ⟨10.1109\/ICASSP.2008.4518384⟩<\/a>. ⟨hal-01393479⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Boujemaa Ait-El-Fquih. Direct versus prediction-based particle filter algorithms. MLSP 2008 : IEEE International Workshop on Machine Learning for Signal Processing<\/i>, Oct 2008, Canc\u00fan, Mexico. pp.303 – 308, ⟨10.1109\/MLSP.2008.4685497⟩<\/a>. ⟨hal-01394346⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Boujemaa Ait-El-Fquih. Direct, prediction-based and smoothing-based particle filter algorithms. IASC 2008 : 4th World Conference of the International Association for Statistical Computing<\/i>, Dec 2008, Yokohama, Japan. pp.384 – 393. ⟨hal-01375570⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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ref_biblio<\/dt>
Alberto Gaspar Guimaraes, Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. A fixed-lag particle smoothing algorithm for the blind turbo equalization of time-varying channels. ICASSP 2008 : IEEE International Conference on Acoustics, Speech and Signal Processing<\/i>, Mar 2008, Las Vegas, United States. pp.2917 – 2920, ⟨10.1109\/ICASSP.2008.4518260⟩<\/a>. ⟨hal-01378683⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
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2006<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. Exact and approximate bayesian smoothing algorithms in partially observed Markov chains. 2006 IEEE Nonlinear Statistical Signal Processing Workshop (NSSPW)<\/i>, Sep 2006, Cambridge, France. pp.148-151, ⟨10.1109\/NSSPW.2006.4378841⟩<\/a>. ⟨hal-04415380⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415380\/file\/nsspw06.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Boujemaa Ait-El-Fquih, Fran\u00e7ois Desbouvries. Bayesian Smoothing Algorithms in Partially Observed Markov Chains. Bayesian Inference and Maximum Entropy Methods In Science and Engineering<\/i>, Jul 2006, Paris, France. pp.339-346, ⟨10.1063\/1.2423292⟩<\/a>. ⟨hal-04415416⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415416\/file\/maxent-smoothing.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries. Entropy Computation in Partially Observed Markov Chains. Bayesian Inference and Maximum Entropy Methods In Science and Engineering<\/i>, MaxEnt, Jul 2006, Paris, France. pp.355-357, ⟨10.1063\/1.2423294⟩<\/a>. ⟨hal-04415402⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415402\/file\/maxent-fd.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
B.A. El Fquih, Fran\u00e7ois Desbouvries. Unsupervised Signal Restoration in Partially Observed Markov Chains. 2006 IEEE International Conference on Acoustics Speed and Signal Processing<\/i>, IEEE, May 2006, Toulouse, France. pp.III-13-III-16, ⟨10.1109\/ICASSP.2006.1660578⟩<\/a>. ⟨hal-04415440⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415440\/file\/icassp2006.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2005<\/p>\n

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ref_biblio<\/dt>
Boujemaa Ait El Fquih, Fran\u00e7ois Desbouvries. Kalman Filtering for Triplet Markov Chains : Applications and Extensions. (ICASSP ’05). IEEE International Conference on Acoustics, Speech, and Signal Processing, 2005.<\/i>, Mar 2005, Philadelphia, France. pp.685-688, ⟨10.1109\/ICASSP.2005.1416101⟩<\/a>. ⟨hal-04415489⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415489\/file\/icassp2005.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Boujemaa Ait El Fquih, Fran\u00e7ois Desbouvries. Filtrages de Kalman et particulaire dans les Cha\u00eenes de Markov Triplet. Gretsi<\/i>, Sep 2005, Louvain-la-Neuve, Belgique. ⟨hal-04415456⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415456\/file\/gretsi2005.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
B. Ait-El-Fquih, Fran\u00e7ois Desbouvries. Bayesian smoothing algorithms in pairwise and triplet markov chains. 2005 IEEE workshop on Statistical Signal Processing (SSP)<\/i>, IEEE, Jul 2005, Bordeaux, France. pp.721-726, ⟨10.1109\/SSP.2005.1628688⟩<\/a>. ⟨hal-04415465⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415465\/file\/ssp-bordeaux.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Wojciech Pieczynski, Fran\u00e7ois Desbouvries. On Triplet Markov Chains. ASMDA<\/i>, May 2005, Brest, France. ⟨hal-04415484⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415484\/file\/asmda-wp.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2004<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Jean Lecomte. MULTISCALE BAYESIAN ESTIMATION IN PAIRWISE MARKOV TREES. European Signal Processing Conference (Eusipco)<\/i>, Sep 2004, Vienna (Austria), Austria. ⟨hal-04415515⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415515\/file\/eusipco2004-rts-web.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Jean Lecomte, Fran\u00e7ois Desbouvries, Wojciech Pieczynski. A MULTISCALE SMOOTHING ALGORITHM FOR PAIRWISE MARKOV TREES. sixth IMA International Conference on Mathematics in Signal Processing<\/i>, Dec 2004, Cirencester, United Kingdom. ⟨hal-04415504⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415504\/file\/papier-ima-web.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2003<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, W. Pieczynski. Particle filtering with pairwise Markov processes. International Conference on Acoustics, Speech and Signal Processing (ICASSP’03)<\/i>, IEEE, Apr 2003, Hong Kong, China. pp.VI-705-8, ⟨10.1109\/ICASSP.2003.1201779⟩<\/a>. ⟨hal-04415543⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415543\/file\/icassp2003-particle.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Wojciech Pieczynski. PARTICLE FILTERING IN PAIRWISE AND TRIPLET MARKOV CHAINS. IEEE – EURASIP Workshop on Nonlinear Signal and Image Processing (NSIP 2003)<\/i>, IEEE & EURASIP, Jun 2003, Grado-Gorizia, Italy. ⟨hal-04415536⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415536\/file\/nsip2003-wp.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Emmanuel Monfrini, Jean Lecomte, Fran\u00e7ois Desbouvries, Wojciech Pieczynski. IMAGE AND SIGNAL RESTORATION USING PAIRWISE MARKOV TREES. IEEE Workshop on Statistical Signal Processing, 2003<\/i>, IEEE, Sep 2003, St. Louis, United States. pp.174-177, ⟨10.1109\/SSP.2003.1289372⟩<\/a>. ⟨hal-04415528⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415528\/file\/ssp03-StLouis-wp.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
W. Pieczynski, Fran\u00e7ois Desbouvries. Kalman filtering using pairwise Gaussian models. International Conference on Acoustics, Speech and Signal Processing (ICASSP’03)<\/i>, IEEE, Apr 2003, Hong Kong, China. pp.VI-57-60, ⟨10.1109\/ICASSP.2003.1201617⟩<\/a>. ⟨hal-04415546⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415546\/file\/icassp2003-fdk.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2002<\/p>\n

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ref_biblio<\/dt>
Wrya Muhammad, Emmanu\u00e8le Grosicki, Karim Abed-Meraim, Jean-Pierre Delmas, Fran\u00e7ois Desbouvries. UPLINK VERSUS DOWNLINK WIRLESS MOBILE POSITIONING IN UMTS CELLULAR RADIO SYSTEMS. European Signal Processing Conference (EUSIPCO’02)<\/i>, EURASIP, Sep 2002, Toulouse, France. ⟨hal-04415556⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415556\/file\/2002-eusipco.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

2000<\/p>\n

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ref_biblio<\/dt>
Walid Hachem, Fran\u00e7ois Desbouvries, Philippe Loubaton. Blind channel estimation for CDMA systems : an induced cyclostationarity approach. in Proc. ICASSP-2000, Istanbul<\/i>, Jun 2000, France. pp.2477-2480. ⟨hal-00621714⟩<\/a><\/dd>\n
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1999<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries. Geometrical aspects of linear prediction algorithms. International Symposium on the Mathematical Theory of Networks and Systems (MTNS 2000)<\/i>, Jun 1999, Perpignan, France. ⟨hal-04415562⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415562\/file\/2000-mtns.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n
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ref_biblio<\/dt>
Walid Hachem, Fran\u00e7ois Desbouvries, Philippe Loubaton. Un algorithme d’identification autodidacte multi-entr\u00e9es\/ multi-sorties en pr\u00e9sence de bruit corr\u00e9l\u00e9 spatialement. in Actes du Colloque GRETSI-99.<\/i>, 1999, France. 10pp. ⟨hal-00621715⟩<\/a><\/dd>\n
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\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

1997<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Philippe Loubaton. Identification autodidacte au second ordre d’un syst\u00e8me multi-entr\u00e9es \/ multi-sorties bruit\u00e9 : Le cas d’un bruit temporellement blanc et spatialement color\u00e9. Gretsi<\/i>, Sep 1997, Grenoble, France. ⟨hal-04415729⟩<\/a><\/dd>\n
Acc\u00e8s au texte int\u00e9gral et bibtex<\/dt>\n
\n\n\"https:\/\/hal.science\/hal-04415729\/file\/1997-gretsi.pdf\"<\/a>\n\n\"BibTex\"<\/a>\n<\/span><\/dd>\n<\/dl>\n

1996<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Inbar Fijalkow, Philippe Loubaton. On the identification of certain noisy MA models. International Symposium on the Mathematical Theory of Networks and Systems (MTNS’96)<\/i>, Jun 1996, Saint Louis (MO), United States. ⟨hal-04415746⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

1993<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries. A rotation-based algorithm for computing reflection coefficients. European Conference on Circuit Theory and Design (ECCTD)<\/i>, Aug 1993, Davos (Suisse), Switzerland. ⟨hal-04415754⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n

1990<\/p>\n

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ref_biblio<\/dt>
Fran\u00e7ois Desbouvries, Claude Gueguen. Time-varying 9ranks and associated inversion algorithms. International Workshop on Algorithms and Parallel VLSI Architectures<\/i>, Jun 1990, Pont \u00e0 Mousson (France), France. ⟨hal-04415787⟩<\/a><\/dd>\n
Acc\u00e8s au bibtex<\/dt>\n
\n\n\"BibTex\"<\/a>\n<\/dd>\n<\/dl>\n<\/div>\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Cliquez ici pour la version en fran\u00e7ais Fran\u00e7ois Desbouvries received the Engineer Degree in Telecommunications (1987), the Ph.D. degree in Signal and Image Processing (1991), both from Telecom Paris, France, and the Habilitation \u00e0 Diriger des Recherches (HDR) in Signal Processing from the Marne la Vall\u00e9e University, France (2001). He is a full Professor at […]<\/p>\n","protected":false},"author":4,"featured_media":4920,"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-4206","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\/4206","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=4206"}],"version-history":[{"count":29,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/4206\/revisions"}],"predecessor-version":[{"id":7037,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/pages\/4206\/revisions\/7037"}],"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\/4920"}],"wp:attachment":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/media?parent=4206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}