{"id":6512,"date":"2024-01-31T13:55:21","date_gmt":"2024-01-31T12:55:21","guid":{"rendered":"https:\/\/samovar.telecom-sudparis.eu\/?p=6512"},"modified":"2024-01-31T13:55:23","modified_gmt":"2024-01-31T12:55:23","slug":"seminaire-ice-mardi-6-fevrier-a-14h-online-optimization-and-machine-learning-in-wireless-networks","status":"publish","type":"post","link":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/2024\/01\/31\/seminaire-ice-mardi-6-fevrier-a-14h-online-optimization-and-machine-learning-in-wireless-networks\/","title":{"rendered":"Seminaire ICE, mardi 6 fevrier a 14h : \u00ab\u00a0Online optimization and machine learning\u2026 in wireless networks\u00a0\u00bb"},"content":{"rendered":"\n

Le prochain organis\u00e9 par le d\u00e9partement \u00ab\u00a0Information, Communications, Electronique\u00a0\u00bb d’IP Paris, aura lieu mardi 6 f\u00e9vrier, \u00e0 14h<\/strong>.Il se tiendra \u00e0 T\u00e9l\u00e9com Paris (Palaiseau), amphi 3.<\/strong>

Pour ceux qui ne seront pas sur place<\/strong>, un acc\u00e8s distant sera possible :
https:\/\/telecom-paris.zoom.us\/j\/92409852381?pwd=NmxpdVE0QU1iYWdrc2dMZ3FyelBCdz09<\/a>


Vous trouverez ci-dessous le th\u00e8me du s\u00e9minaire ainsi qu’une biographie de l’oratrice.<\/p>\n\n\n\n

Online optimization and machine learning
<\/strong>Applications to resource allocation problems in wireless networks<\/em>E. veronica Belmega –
Universit\u00e9 Gustave Eiffel (UGE), CNRS, LIGM,


Mar<\/strong>di 6 f\u00e9vrier \u00e0 14h00, amphi 3<\/strong>

R\u00e9sum\u00e9<\/strong> In this talk, we discuss the potential of online convex optimization and no-regret learning to design efficient resource optimization policies (in terms of energy or rate-efficient resource allocation) and in particular their ability to cope with high and unpredictable temporal variability of the network. The underlying dynamics may be caused by the wireless environment, the devices’ heterogeneous characteristics in terms of mobility, connectivity patterns, etc., relevant for instance in IoT networks \u2014 envisioned to interconnect wireless \u00ab\u00a0things\u00a0\u00bb at a massive scale, with limitations in terms of computational capabilities and energy consumption. In such arbitrarily varying and unpredictable networks, algorithms that target fixed operating points or network states (e.g., classic optimal solutions) are no longer relevant. Instead, drawing on these tools, we propose efficient and dynamic policies that are able to adapt on-the-fly to the network changes, while relying only on strictly causal and limited feedback information.

Bio<\/strong> E. Veronica Belmega is a Full Professor at the Universit\u00e9 Gustave Eiffel and LIGM research lab, Marne-la-Vall\u00e9e (Greater Paris), France, since May 2022. Previously, she was an Associate Professor (MCF HDR) with ENSEA graduate school (Sep. 2011 – Apr. 2022) and Deputy Director of ETIS laboratory (Jan. 2020 – Apr. 2022), Cergy, France, where she is currently an Associate Researcher. She received the Engineer Degree (MSc) degree from the University Politehnica of Bucharest, Romania, in 2007, and the M.Sc. and Ph.D. degrees both from the University Paris-Sud 11, Orsay, France, in 2007 and 2010. From 2010 to 2011, she was a post-doctoral researcher in a joint project between Princeton University, N.J., USA\u00a0 and Sup\u00e9lec, France. In 2009, she received the L\u2019Or\u00e9al \u2013 UNESCO \u2013 French Academy of Science national fellowship. She is a Senior Member IEEE since 2020 and the recipient of the 2021 CY Alliance award: \u00ab\u00a0For women and science\u00a0\u00bb. She currently serves as Area Editor for the IEEE Transactions on Machine Learning in Communications and Networking.\u00a0 Her research interests lie in game theory, online optimization and machine learning applied to distributed networks.<\/p>\n","protected":false},"excerpt":{"rendered":"

Le prochain organis\u00e9 par le d\u00e9partement \u00ab\u00a0Information, Communications, Electronique\u00a0\u00bb d’IP Paris, aura lieu mardi 6 f\u00e9vrier, \u00e0 14h.Il se tiendra \u00e0 T\u00e9l\u00e9com Paris (Palaiseau), amphi 3. Pour ceux qui ne seront pas sur place, un acc\u00e8s distant sera possible :https:\/\/telecom-paris.zoom.us\/j\/92409852381?pwd=NmxpdVE0QU1iYWdrc2dMZ3FyelBCdz09 Vous trouverez ci-dessous le th\u00e8me du s\u00e9minaire ainsi qu’une biographie de l’oratrice. Online optimization and […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","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":"","ocean_custom_header_template":"","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":"","ocean_menu_typo_font_family":"","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":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[286],"tags":[],"class_list":["post-6512","post","type-post","status-publish","format-standard","hentry","category-fractualites-ennews-fr","entry"],"_links":{"self":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/posts\/6512","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/types\/post"}],"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=6512"}],"version-history":[{"count":1,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/posts\/6512\/revisions"}],"predecessor-version":[{"id":6513,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/posts\/6512\/revisions\/6513"}],"wp:attachment":[{"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/media?parent=6512"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/categories?post=6512"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/samovar.telecom-sudparis.eu\/index.php\/wp-json\/wp\/v2\/tags?post=6512"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}