{"id":973,"date":"2026-04-01T14:58:25","date_gmt":"2026-04-01T12:58:25","guid":{"rendered":"http:\/\/irimasv1\/?page_id=973"},"modified":"2026-06-16T14:42:15","modified_gmt":"2026-06-16T12:42:15","slug":"msd","status":"publish","type":"page","link":"https:\/\/www.irimas.uha.fr\/en\/equipes\/msd\/","title":{"rendered":"MSD"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"973\" class=\"elementor elementor-973\">\n\t\t\t\t<div class=\"elementor-element elementor-element-80f1c1d e-flex e-con-boxed e-con e-parent\" data-id=\"80f1c1d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-14d83b8 e-flex e-con-boxed e-con e-parent\" data-id=\"14d83b8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-668f989 elementor-widget elementor-widget-heading\" data-id=\"668f989\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pr\u00e9sentation et Th\u00e9matiques de recherche<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3af904a e-grid e-con-boxed e-con e-parent\" data-id=\"3af904a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b23c18c elementor-widget elementor-widget-text-editor\" data-id=\"b23c18c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Le groupe de recherche MSD fait partie de l&#8217;Institut IRIMAS de l&#8217;Universit\u00e9 de Haute-Alsace, \u00e0 Mulhouse. Les travaux men\u00e9s par l&#8217;\u00e9quipe MSD portent sur la mod\u00e9lisation et la science des donn\u00e9es et se concentrent sur les th\u00e9ories et les algorithmes permettant d&#8217;extraire des connaissances \u00e0 partir de vastes volumes de donn\u00e9es g\u00e9n\u00e9r\u00e9es par des syst\u00e8mes informatiques. Nos travaux portent sur l&#8217;intelligence artificielle, l&#8217;apprentissage automatique, l&#8217;exploration de donn\u00e9es, le big data et l&#8217;apprentissage profond (<a href=\"https:\/\/github.com\/MSD-IRIMAS\">consultez notre page GitHub<\/a>). Notre groupe dispose notamment de comp\u00e9tences sp\u00e9cifiques en analyse de s\u00e9ries chronologiques.<\/p><p><strong>Mots-cl\u00e9s<\/strong> : intelligence artificielle, science des donn\u00e9es, apprentissage automatique, apprentissage profond, s\u00e9ries chronologiques, images m\u00e9dicales, mouvement humain.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61a4301 e-grid e-con-boxed e-con e-parent\" data-id=\"61a4301\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbbcc46 elementor-widget elementor-widget-heading\" data-id=\"dbbcc46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Les membres de l'\u00e9quipe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-81be2ae elementor-widget elementor-widget-shortcode\" data-id=\"81be2ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<section class=\"irimas-equipe-members\" aria-label=\"Members of the MSD team\" data-equipe=\"MSD\">\n\t\t\t<div class=\"irimas-equipe-members-inner\">\n\t\t\t\t\n\t\t\t\t<div class=\"irimas-equipe-members-accordion\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<details class=\"irimas-equipe-members-group is-open\" open>\n\t\t\t\t\t\t\t<summary class=\"irimas-equipe-members-subtitle\">Permanent members<\/summary>\n\t\t\t\t\t\t\t<div class=\"irimas-equipe-members-group-content\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-equipe-members-grid irimas-equipe-members-grid--5\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/devanne-maxime\/\" aria-label=\"Devanne Maxime\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img\n\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.irimas.uha.fr\/wp-content\/uploads\/2026\/06\/maximeDevanne_small-9-300x300.jpg\"\n\t\t\t\t\t\t\t\t\talt=\"\"\n\t\t\t\t\t\t\t\t\tstyle=\"width:100%;height:100%;object-fit:cover;display:block;\"\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Devanne Maxime<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof. \/ HDR<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/fondement-frederic\/\" aria-label=\"Fondement Frederic\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Fondement Frederic<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/forestier-germain\/\" aria-label=\"Forestier Germain\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Forestier Germain<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/hassenforder-michel\/\" aria-label=\"Hassenforder Michel\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Hassenforder Michel<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/ismail-fawaz-ali-el-hadi\/\" aria-label=\"Ismail Fawaz Ali El Hadi\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img\n\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.irimas.uha.fr\/wp-content\/uploads\/2026\/06\/my_profile_pic-245x300.png\"\n\t\t\t\t\t\t\t\t\talt=\"\"\n\t\t\t\t\t\t\t\t\tstyle=\"width:100%;height:100%;object-fit:cover;display:block;\"\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Ismail Fawaz Ali El Hadi<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/meyer-cyril\/\" aria-label=\"Meyer Cyril\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img\n\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.irimas.uha.fr\/wp-content\/uploads\/2026\/06\/cyrilMeyer-300x300.jpg\"\n\t\t\t\t\t\t\t\t\talt=\"\"\n\t\t\t\t\t\t\t\t\tstyle=\"width:100%;height:100%;object-fit:cover;display:block;\"\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Meyer Cyril<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/muller-pierre-alain\/\" aria-label=\"Muller Pierre-Alain\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img\n\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.irimas.uha.fr\/wp-content\/uploads\/2026\/06\/Pierre-Alain-MULLER-300x300.png\"\n\t\t\t\t\t\t\t\t\talt=\"\"\n\t\t\t\t\t\t\t\t\tstyle=\"width:100%;height:100%;object-fit:cover;display:block;\"\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Muller Pierre-Alain<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/perronne-jean-marc\/\" aria-label=\"Perronne Jean-Marc\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Perronne Jean-Marc<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/studer-philippe\/\" aria-label=\"Studer Philippe\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Studer Philippe<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof.<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/thiry-laurent\/\" aria-label=\"Thiry Laurent\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Thiry Laurent<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Assoc. Prof. \/ HDR<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/weber-jonathan\/\" aria-label=\"Weber Jonathan\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img\n\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.irimas.uha.fr\/wp-content\/uploads\/2026\/06\/1663076723566-300x300.jpg\"\n\t\t\t\t\t\t\t\t\talt=\"\"\n\t\t\t\t\t\t\t\t\tstyle=\"width:100%;height:100%;object-fit:cover;display:block;\"\n\t\t\t\t\t\t\t\t\/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Weber Jonathan<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">Prof. \/ HDR<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<details class=\"irimas-equipe-members-group\" >\n\t\t\t\t\t\t\t<summary class=\"irimas-equipe-members-subtitle\">PhD students<\/summary>\n\t\t\t\t\t\t\t<div class=\"irimas-equipe-members-group-content\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-equipe-members-grid irimas-equipe-members-grid--5\">\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/abdullayev-javidan\/\" aria-label=\"Abdullayev Javidan\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Abdullayev Javidan<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/boeuf-mael\/\" aria-label=\"Boeuf Mael\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Boeuf Mael<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/come-bruno\/\" aria-label=\"Come Bruno\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Come Bruno<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/el-ayadi-anass\/\" aria-label=\"El Ayadi Anass\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">El Ayadi Anass<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/mouaheb-elias\/\" aria-label=\"Mouaheb Elias\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Mouaheb Elias<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/porcher-damien\/\" aria-label=\"Porcher Damien\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Porcher Damien<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<a class=\"irimas-equipe-member\" href=\"https:\/\/www.irimas.uha.fr\/en\/page-personnelle\/thiebaut-victor\/\" aria-label=\"Thiebaut Victor\">\n\t\t\t\t\t\n\t\t\t\t\t\t<div class=\"irimas-equipe-avatar\" aria-hidden=\"true\" style=\"width:74px;height:74px;border-radius:50%;overflow:hidden;display:flex;align-items:center;justify-content:center;margin:0 auto 12px;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<svg viewBox=\"0 0 64 64\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" role=\"presentation\">\n\t\t\t\t\t\t\t\t\t<rect x=\"8\" y=\"18\" width=\"48\" height=\"38\" rx=\"8\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<circle cx=\"32\" cy=\"37\" r=\"10\" stroke=\"#00368A\" stroke-width=\"3\" \/>\n\t\t\t\t\t\t\t\t\t<path d=\"M20 18l4-7h16l4 7\" stroke=\"#00368A\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\" \/>\n\t\t\t\t\t\t\t\t<\/svg>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t<p class=\"irimas-equipe-name\" style=\"color:#fff;\">Thiebaut Victor<\/p>\n\t\t\t\t\t\t<p class=\"irimas-equipe-title\" style=\"color:#fff;\">PhD<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/details>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<p class=\"irimas-equipe-anciens-link-wrap\">\n\t\t\t\t\t\t<a class=\"irimas-equipe-anciens-link irimas-equipe-anciens-link--shortcode\" href=\"https:\/\/www.irimas.uha.fr\/en\/equipes\/msd\/anciens-membres\/\">\n\t\t\t\t\t\t\tView former members of this team\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5beed45 e-flex e-con-boxed e-con e-parent\" data-id=\"5beed45\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b86e631 elementor-widget elementor-widget-heading\" data-id=\"b86e631\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Activit\u00e9s de recherche<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4178f21 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"4178f21\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;start&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"68652833\" aria-label=\"Onglets. Ouvrez des \u00e9l\u00e9ments avec Entrer ou Espace, fermez-les avec Echape et naviguez \u00e0 l&#039;aide des touches fl\u00e9ch\u00e9es.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-686528331\" data-tab-title-id=\"e-n-tab-title-686528331\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-686528331\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tActualit\u00e9s\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-686528332\" data-tab-title-id=\"e-n-tab-title-686528332\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-686528332\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tPublications\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-686528333\" data-tab-title-id=\"e-n-tab-title-686528333\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-686528333\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tProjets\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-686528331\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-686528331\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-de04c5e e-con-full e-flex e-con e-child\" data-id=\"de04c5e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2645c40 elementor-widget elementor-widget-shortcode\" data-id=\"2645c40\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div class=\"irimas-home-actualites-shortcode irimas-actualites-archive\">\n\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-home-actualites-empty\">\n\t\t\t\t\tNo news for now.\t\t\t\t<\/p>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-686528332\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-686528332\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-2b07237 e-con-full e-flex e-con e-child\" data-id=\"2b07237\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-746840d elementor-widget elementor-widget-shortcode\" data-id=\"746840d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><div class=\"irimas-hal-publications-block\">        <div class=\"irimas-hal-publications\">\r\n            <ul class=\"irimas-hal-list\">\r\n                                                        <li class=\"irimas-hal-item\">\r\n                        <div class=\"irimas-hal-item-header\">\r\n                            <a class=\"irimas-hal-title\" href=\"https:\/\/hal.science\/hal-05632146v1\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n                                KTBench: A Unified Evaluation Framework for Deep Knowledge Tracing                            <\/a>\r\n                                                            <span class=\"irimas-hal-year\">(2026)<\/span>\r\n                                                                                        <span class=\"irimas-hal-doc-type\">Conference paper<\/span>\r\n                                                                                        <button class=\"irimas-hal-bibtex-btn\" \r\n                                        data-docid=\"5632146\"\r\n                                        title=\"Afficher le BibTeX\">\r\n                                    BibTeX\r\n                                <\/button>\r\n                                                    <\/div>\r\n                                                    <div class=\"irimas-hal-authors\">Anass El Ayady, Maxime Devanne, Germain Forestier, Nour El Mawas<\/div>\r\n                                                                            <div class=\"irimas-hal-journal\">18th International Conference on Computer Supported Education<\/div>\r\n                                            <\/li>\r\n                                                        <li class=\"irimas-hal-item\">\r\n                        <div class=\"irimas-hal-item-header\">\r\n                            <a class=\"irimas-hal-title\" href=\"https:\/\/hal.science\/hal-05635954v1\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n                                Revue de litt\u00e9rature et \u00e9valuation des mod\u00e8les de Deep Knowledge Tracing                            <\/a>\r\n                                                            <span class=\"irimas-hal-year\">(2026)<\/span>\r\n                                                                                        <span class=\"irimas-hal-doc-type\">Poster<\/span>\r\n                                                                                        <button class=\"irimas-hal-bibtex-btn\" \r\n                                        data-docid=\"5635954\"\r\n                                        title=\"Afficher le BibTeX\">\r\n                                    BibTeX\r\n                                <\/button>\r\n                                                    <\/div>\r\n                                                    <div class=\"irimas-hal-authors\">Anass El Ayady, Maxime Devanne, Germain Forestier, Nour El Mawas<\/div>\r\n                                                                            <div class=\"irimas-hal-journal\">13e Colloque international en \u00e9ducation<\/div>\r\n                                            <\/li>\r\n                                                        <li class=\"irimas-hal-item\">\r\n                        <div class=\"irimas-hal-item-header\">\r\n                            <a class=\"irimas-hal-title\" href=\"https:\/\/hal.science\/hal-05362700v1\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n                                Self\u2010Supervised Learning Based Clustering Workflow for Exploring Seismological Data From Dense Networks                            <\/a>\r\n                                                            <span class=\"irimas-hal-year\">(2025)<\/span>\r\n                                                                                        <span class=\"irimas-hal-doc-type\">Article<\/span>\r\n                                                                                        <button class=\"irimas-hal-bibtex-btn\" \r\n                                        data-docid=\"5362700\"\r\n                                        title=\"Afficher le BibTeX\">\r\n                                    BibTeX\r\n                                <\/button>\r\n                                                    <\/div>\r\n                                                    <div class=\"irimas-hal-authors\">Joachim Rimpot, Cl\u00e9ment Hibert, Jean\u2010philippe Malet, Germain Forestier, Jonathan Weber<\/div>\r\n                                                                            <div class=\"irimas-hal-journal\">Journal of Geophysical Research. Machine Learning and Computation<\/div>\r\n                                            <\/li>\r\n                                                        <li class=\"irimas-hal-item\">\r\n                        <div class=\"irimas-hal-item-header\">\r\n                            <a class=\"irimas-hal-title\" href=\"https:\/\/univoak.hal.science\/hal-05459294v1\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n                                DeepSCEM: A User\u2010Friendly Solution for Deep Learning\u2010Based Image Segmentation in Cellular Electron Microscopy                            <\/a>\r\n                                                            <span class=\"irimas-hal-year\">(2025)<\/span>\r\n                                                                                        <span class=\"irimas-hal-doc-type\">Article<\/span>\r\n                                                                                        <button class=\"irimas-hal-bibtex-btn\" \r\n                                        data-docid=\"5459294\"\r\n                                        title=\"Afficher le BibTeX\">\r\n                                    BibTeX\r\n                                <\/button>\r\n                                                    <\/div>\r\n                                                    <div class=\"irimas-hal-authors\">Cyril Meyer, Victor Hanss, Etienne Baudrier, Beno\u00eet Naegel, Patrick Schultz<\/div>\r\n                                                                            <div class=\"irimas-hal-journal\">Biology of the Cell<\/div>\r\n                                            <\/li>\r\n                            <\/ul>\r\n        <\/div>\r\n        <div class=\"irimas-home-card-cta irimas-home-card-cta-actualites\"><a class=\"irimas-home-card-cta-link irimas-home-card-cta-link--see-more\" href=\"https:\/\/www.irimas.uha.fr\/en\/publications\/?irimas_equipe=msd\">See more<\/a><\/div><\/div><\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-686528333\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-686528333\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-5e05562 e-con-full e-flex e-con e-child\" data-id=\"5e05562\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9696a37 elementor-widget elementor-widget-shortcode\" data-id=\"9696a37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div class=\"irimas-actualites-archive irimas-projets-shortcode irimas-projets-random-shortcode\">\n\t\t\t\n\t\t\t\t\t\t\t<p class=\"irimas-home-actualites-empty\">\n\t\t\t\t\tNo project for now.\t\t\t\t<\/p>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\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\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a03bdf e-flex e-con-boxed e-con e-parent\" data-id=\"9a03bdf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-edbdd6d elementor-widget elementor-widget-heading\" data-id=\"edbdd6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recherche et formations<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e27c6d9 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"e27c6d9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;start&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"237487833\" aria-label=\"Onglets. Ouvrez des \u00e9l\u00e9ments avec Entrer ou Espace, fermez-les avec Echape et naviguez \u00e0 l&#039;aide des touches fl\u00e9ch\u00e9es.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-2374878331\" data-tab-title-id=\"e-n-tab-title-2374878331\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-2374878331\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tTh\u00e8ses\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-2374878332\" data-tab-title-id=\"e-n-tab-title-2374878332\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-2374878332\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tHDR\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-2374878331\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-2374878331\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-e491d4d e-con-full e-flex e-con e-child\" data-id=\"e491d4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dfde6db elementor-widget elementor-widget-shortcode\" data-id=\"dfde6db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div class=\"irimas-travaux-home-shortcode\">\n\t\t\t\n\t\t\t\t\t\t\t<div class=\"irimas-cards-grid\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-generic-card\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-travaux-card-date-badge\">2025-06-26<\/div>\n\t\t\t\t\t\t<h3 class=\"irimas-travaux-card-title\">Architecture profonde pour l&#8217;extraction et l&#8217;analyse automatique des donn\u00e9es de factures<\/h3>\n\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-person\">Mouad HAMRI<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-bottom\">Directeur(s) de th\u00e8se : Michel HASSENFORDER - Jonathan WEBER<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-meta\">D\u00e9partement(s) et \u00e9quipe(s) : Computer Science --- MSD<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-generic-card\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-travaux-card-date-badge\">2025-01-08<\/div>\n\t\t\t\t\t\t<h3 class=\"irimas-travaux-card-title\">Apprentissage profond pour l&#8217;analyse de s\u00e9ries temporelles avec application sur les mouvements humains.<\/h3>\n\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-person\">Ali El Hadi ISMAIL FAWAZ<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-bottom\">Directeur(s) de th\u00e8se : Germain FORESTIER - Jonathan WEBER<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-meta\">D\u00e9partement(s) et \u00e9quipe(s) : Computer Science --- MSD<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"irimas-home-card-cta irimas-home-card-cta-actualites\" style=\"margin-top:16px;\">\n\t\t\t\t\t<a class=\"irimas-home-card-cta-link\" href=\"https:\/\/www.irimas.uha.fr\/en\/theses\/?tr_equipe%5B%5D=MSD\">\n\t\t\t\t\t\tSee more\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<style>\n\t\t\t.irimas-travaux-home-shortcode{max-width:1250px;margin:0 auto;padding:0}\n\t\t\t.irimas-travaux-home-shortcode .irimas-cards-grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:16px}\n\t\t\t.irimas-travaux-home-shortcode--hdr{max-width:none;width:100%;padding:0}\n\t\t\t.irimas-travaux-home-shortcode--hdr .irimas-cards-grid{grid-template-columns:repeat(2,minmax(420px,1fr));gap:22px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card{position:relative;border:1px solid #d9d9d9;border-radius:10px;background:#fff;padding:14px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card.has-hal-link{cursor:pointer}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card.has-hal-link:hover{border-color:#00368A}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-overlay-link{position:absolute;inset:0;z-index:2;border-radius:10px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-date-badge{position:absolute;top:10px;right:10px;z-index:3;max-width:calc(100% - 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Applications \u00e0 l\u2019\u00e9valuation d\u2019exercices de r\u00e9\u00e9ducation<\/h3>\n\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-person\">Maxime Devanne<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-meta\">Computer Science --- MSD<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-generic-card\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"irimas-travaux-card-date-badge\">2021<\/div>\n\t\t\t\t\t\t<h3 class=\"irimas-travaux-card-title\">Des pixels aux neurones en passant par les m\u00e9triques<\/h3>\n\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-person\">Jonathan Weber<\/p>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"irimas-travaux-card-meta\">Computer Science --- MSD<\/p>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"irimas-home-card-cta irimas-home-card-cta-actualites\" style=\"margin-top:16px;\">\n\t\t\t\t\t<a class=\"irimas-home-card-cta-link\" href=\"https:\/\/www.irimas.uha.fr\/en\/hdr\/?tr_equipe%5B%5D=MSD\">\n\t\t\t\t\t\tSee more\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<style>\n\t\t\t.irimas-travaux-home-shortcode{max-width:1250px;margin:0 auto;padding:0}\n\t\t\t.irimas-travaux-home-shortcode .irimas-cards-grid{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:16px}\n\t\t\t.irimas-travaux-home-shortcode--hdr{max-width:none;width:100%;padding:0}\n\t\t\t.irimas-travaux-home-shortcode--hdr .irimas-cards-grid{grid-template-columns:repeat(2,minmax(420px,1fr));gap:22px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card{position:relative;border:1px solid #d9d9d9;border-radius:10px;background:#fff;padding:14px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card.has-hal-link{cursor:pointer}\n\t\t\t.irimas-travaux-home-shortcode .irimas-generic-card.has-hal-link:hover{border-color:#00368A}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-overlay-link{position:absolute;inset:0;z-index:2;border-radius:10px}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-date-badge{position:absolute;top:10px;right:10px;z-index:3;max-width:calc(100% - 28px);background:#00368A;color:#fff;border-radius:999px;padding:4px 10px;font-size:12px;line-height:1.25;font-weight:700;white-space:nowrap;text-align:center;box-sizing:border-box}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-title{position:relative;z-index:1;margin:0 0 8px;padding-right:7.5rem;font-size:20px;line-height:1.25;font-weight:700;color:#00368A;box-sizing:border-box;overflow:hidden;display:-webkit-box;-webkit-line-clamp:2;-webkit-box-orient:vertical}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-person{position:relative;z-index:1;margin:0 0 12px;font-size:16px;line-height:1.4;color:#111;font-weight:800}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-meta{position:relative;z-index:1;margin:8px 0 2px;font-size:14px;line-height:1.35;color:#111}\n\t\t\t.irimas-travaux-home-shortcode .irimas-travaux-card-bottom{position:relative;z-index:1;margin:0;font-size:14px;line-height:1.35;color:#111}\n\t\t\t.irimas-travaux-home-shortcode--hdr .irimas-generic-card{padding:18px}\n\t\t\t.irimas-travaux-home-shortcode--hdr .irimas-travaux-card-title{font-size:22px}\n\t\t\t@media (max-width:900px){\n\t\t\t\t.irimas-travaux-home-shortcode .irimas-cards-grid{grid-template-columns:1fr}\n\t\t\t\t.irimas-travaux-home-shortcode--hdr .irimas-cards-grid{grid-template-columns:1fr}\n\t\t\t}\n\t\t<\/style>\n\t\t<\/div>\n\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\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-46fe426 e-grid e-con-boxed e-con e-parent\" data-id=\"46fe426\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e95a57 elementor-widget elementor-widget-heading\" data-id=\"6e95a57\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Contacter l'\u00e9quipe<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-43bcc09 e-con-full e-grid e-con e-child\" data-id=\"43bcc09\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e970bb8 e-grid e-con-full e-con e-child\" data-id=\"e970bb8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f57fe51 elementor-widget elementor-widget-heading\" data-id=\"f57fe51\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Responsable de l'\u00e9quipe<\/h3>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0ce4d1e e-grid e-con-full e-con e-child\" data-id=\"0ce4d1e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89f1efd elementor-widget elementor-widget-text-editor\" data-id=\"89f1efd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h5><strong>Pr <\/strong><strong>Jonathan WEBER<\/strong><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-855a316 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"855a316\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20\" height=\"16\" viewBox=\"0 0 20 16\" fill=\"none\"><path d=\"M2 16C1.45 16 0.979333 15.8043 0.588 15.413C0.196667 15.0217 0.000666667 14.5507 0 14V2C0 1.45 0.196 0.979333 0.588 0.588C0.98 0.196666 1.45067 0.000666667 2 0H18C18.55 0 19.021 0.196 19.413 0.588C19.805 0.98 20.0007 1.45067 20 2V14C20 14.55 19.8043 15.021 19.413 15.413C19.0217 15.805 18.5507 16.0007 18 16H2ZM10 9L18 4V2L10 7L2 2V4L10 9Z\" fill=\"#2360A4\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><!-- irimas-protege-email:v2-no-mailto --><span class=\"js-irimas-protege-email-v2\" style=\"color:#00368A;\" data-irimas-protege-build=\"v2-no-mailto\" data-u=\"am9uYXRoYW4ud2ViZXI=\" data-d=\"dWhhLmZy\">Nous \u00e9crire<\/span><script>(function(){if(window.__irimasProtegeEmailV2Init){return;}window.__irimasProtegeEmailV2Init=true;function init(){document.querySelectorAll(\".js-irimas-protege-email-v2\").forEach(function(el){if(el.dataset.irimasReady===\"1\"){return;}var u=el.getAttribute(\"data-u\");var d=el.getAttribute(\"data-d\");if(!u||!d){return;}try{el.textContent=window.atob(u)+\"@\"+window.atob(d);el.dataset.irimasReady=\"1\";}catch(e){}});}if(document.readyState===\"loading\"){document.addEventListener(\"DOMContentLoaded\",init);}else{init();}})();<\/script><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-phone-alt\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M497.39 361.8l-112-48a24 24 0 0 0-28 6.9l-49.6 60.6A370.66 370.66 0 0 1 130.6 204.11l60.6-49.6a23.94 23.94 0 0 0 6.9-28l-48-112A24.16 24.16 0 0 0 122.6.61l-104 24A24 24 0 0 0 0 48c0 256.5 207.9 464 464 464a24 24 0 0 0 23.4-18.6l24-104a24.29 24.29 0 0 0-14.01-27.6z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><span class=\"js-irimas-protege-phone\" data-l=\"KzMzICgwKTMgODkgMzMgNjkgNzY=\">T\u00e9l\u00e9phone<\/span><script>(function(){if(window.__irimasProtegePhoneInit){return;}window.__irimasProtegePhoneInit=true;function init(){document.querySelectorAll(\".js-irimas-protege-phone\").forEach(function(el){if(el.dataset.irimasReady===\"1\"){return;}var l=el.getAttribute(\"data-l\");if(!l){return;}try{el.textContent=window.atob(l);el.dataset.irimasReady=\"1\";}catch(e){}});}if(document.readyState===\"loading\"){document.addEventListener(\"DOMContentLoaded\",init);}else{init();}})();<\/script><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cd7649a elementor-widget elementor-widget-heading\" data-id=\"cd7649a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Equipe MSD<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-758b7b5 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"758b7b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-map-marker-alt\" viewBox=\"0 0 384 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M172.268 501.67C26.97 291.031 0 269.413 0 192 0 85.961 85.961 0 192 0s192 85.961 192 192c0 77.413-26.97 99.031-172.268 309.67-9.535 13.774-29.93 13.773-39.464 0zM192 272c44.183 0 80-35.817 80-80s-35.817-80-80-80-80 35.817-80 80 35.817 80 80 80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ENSISA, 12 rue des Fr\u00e8res Lumi\u00e8re, 68093 Mulhouse<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb25b9f e-grid e-con-full e-con e-child\" data-id=\"cb25b9f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6170b26 elementor-widget elementor-widget-shortcode\" data-id=\"6170b26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\"><div class=\"leaflet-map WPLeafletMap\" style=\"height:250px; width:100%;\"><\/div><script>\nwindow.WPLeafletMapPlugin = window.WPLeafletMapPlugin || [];\nwindow.WPLeafletMapPlugin.push(function WPLeafletMapShortcode() {\/*<script>*\/\nvar baseUrl = atob('aHR0cHM6Ly90aWxlLm9wZW5zdHJlZXRtYXAub3JnL3t6fS97eH0ve3l9LnBuZw==');\nvar base = (!baseUrl && window.MQ) ?\n    window.MQ.mapLayer() : L.tileLayer(baseUrl,\n        L.Util.extend({}, {\n            detectRetina: 0,\n        },\n        {\"subdomains\":\"abc\",\"noWrap\":false,\"maxZoom\":20}        )\n    );\n    var options = L.Util.extend({}, {\n        layers: [base],\n        attributionControl: false\n    },\n    {\"zoomControl\":false,\"scrollWheelZoom\":true,\"doubleClickZoom\":false,\"fitBounds\":false,\"minZoom\":1,\"maxZoom\":20,\"maxBounds\":null,\"attribution\":\"<a href=\\\"http:\\\/\\\/leafletjs.com\\\" title=\\\"A JS library for interactive maps\\\">Leaflet<\\\/a>; \\u00a9 <a href=\\\"http:\\\/\\\/www.openstreetmap.org\\\/copyright\\\">OpenStreetMap<\\\/a> contributors\"},\n    {});\nwindow.WPLeafletMapPlugin.createMap(options).setView([47.729322208468,7.3103008093245],14);});<\/script><script>\nwindow.WPLeafletMapPlugin = window.WPLeafletMapPlugin || [];\nwindow.WPLeafletMapPlugin.push(function WPLeafletScaleShortcode() {window.WPLeafletMapPlugin.createScale({});});<\/script><script>\nwindow.WPLeafletMapPlugin = window.WPLeafletMapPlugin || [];\nwindow.WPLeafletMapPlugin.push(function WPLeafletMarkerShortcode() {\/*<script>*\/\nvar map = window.WPLeafletMapPlugin.getCurrentMap();\nvar group = window.WPLeafletMapPlugin.getCurrentGroup();\nvar marker_options = window.WPLeafletMapPlugin.getIconOptions({});\nvar marker = L.marker(\n    [0,0],\n    marker_options\n);\nvar is_image = map.is_image_map;\n    marker.setLatLng( map.getCenter() );\nif (marker_options.draggable) {\n    marker.on('dragend', function () {\n        var latlng = this.getLatLng();\n        var lat = latlng.lat;\n        var lng = latlng.lng;\n        if (is_image) {\n            console.log('leaflet-marker y=' + lat + ' x=' + lng);\n        } else {\n            console.log('leaflet-marker lat=' + lat + ' lng=' + lng);\n        }\n    });\n}\nmarker.addTo( group );\nmarker.bindPopup(window.WPLeafletMapPlugin.unescape('&lt;span&gt;ENSISA Mulhouse&lt;\/span&gt;'));window.WPLeafletMapPlugin.markers.push( marker );\n        });<\/script>[hover ]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c128be5 e-n-tabs-mobile elementor-widget elementor-widget-n-tabs\" data-id=\"c128be5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;tabs_justify_horizontal&quot;:&quot;center&quot;,&quot;horizontal_scroll&quot;:&quot;disable&quot;}\" data-widget_type=\"nested-tabs.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-tabs\" data-widget-number=\"202542053\" aria-label=\"Onglets. Ouvrez des \u00e9l\u00e9ments avec Entrer ou Espace, fermez-les avec Echape et naviguez \u00e0 l&#039;aide des touches fl\u00e9ch\u00e9es.\">\n\t\t\t<div class=\"e-n-tabs-heading\" role=\"tablist\">\n\t\t\t\t\t<button id=\"e-n-tab-title-2025420531\" data-tab-title-id=\"e-n-tab-title-2025420531\" class=\"e-n-tab-title\" aria-selected=\"true\" data-tab-index=\"1\" role=\"tab\" tabindex=\"0\" aria-controls=\"e-n-tab-content-2025420531\" style=\"--n-tabs-title-order: 1;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tBus\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-2025420532\" data-tab-title-id=\"e-n-tab-title-2025420532\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"2\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-2025420532\" style=\"--n-tabs-title-order: 2;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tTram\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t<button id=\"e-n-tab-title-2025420533\" data-tab-title-id=\"e-n-tab-title-2025420533\" class=\"e-n-tab-title\" aria-selected=\"false\" data-tab-index=\"3\" role=\"tab\" tabindex=\"-1\" aria-controls=\"e-n-tab-content-2025420533\" style=\"--n-tabs-title-order: 3;\">\n\t\t\t\t\t\t<span class=\"e-n-tab-title-text\">\n\t\t\t\tVoiture\t\t\t<\/span>\n\t\t<\/button>\n\t\t\t\t\t<\/div>\n\t\t\t<div class=\"e-n-tabs-content\">\n\t\t\t\t<div id=\"e-n-tab-content-2025420531\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-2025420531\" data-tab-index=\"1\" style=\"--n-tabs-title-order: 1;\" class=\"e-active elementor-element elementor-element-351a10c e-con-full e-flex e-con e-child\" data-id=\"351a10c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d52f2c6 elementor-widget elementor-widget-text-editor\" data-id=\"d52f2c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Depuis la gare de Mulhouse :\u00a0<\/p><ul><li>prendre la ligne 31 ou 51 jusqu\u2019\u00e0 l\u2019arr\u00eat Universit\u00e9, ou la ligne 21 arr\u00eat Lumi\u00e8re en haut du campus.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-2025420532\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-2025420532\" data-tab-index=\"2\" style=\"--n-tabs-title-order: 2;\" class=\" elementor-element elementor-element-5812f14 e-con-full e-flex e-con e-child\" data-id=\"5812f14\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9fb72c3 elementor-widget elementor-widget-text-editor\" data-id=\"9fb72c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Depuis la gare de Mulhouse :\u00a0<\/p><ul><li>prendre le Tram ligne 1 jusqu\u2019\u00e0 l\u2019arr\u00eat Porte Jeune,<\/li><li>puis prendre le Tram ligne 2 jusqu\u2019\u00e0 l\u2019arr\u00eat Universit\u00e9,<\/li><li>puis 5 minutes \u00e0 pied.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div id=\"e-n-tab-content-2025420533\" role=\"tabpanel\" aria-labelledby=\"e-n-tab-title-2025420533\" data-tab-index=\"3\" style=\"--n-tabs-title-order: 3;\" class=\" elementor-element elementor-element-baf3a92 e-con-full e-flex e-con e-child\" data-id=\"baf3a92\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e99c642 elementor-widget elementor-widget-text-editor\" data-id=\"e99c642\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Depuis l&#8217;autoroute A36 :\u00a0<\/p><ul><li>prendre la sortie 16a,<\/li><li>prendre la D68, direction \u201cCentre\u201d, le campus est \u00e0 5 minutes de voiture.<\/li><\/ul>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Pr\u00e9sentation et Th\u00e9matiques de recherche Le groupe de recherche MSD fait partie de l&#8217;Institut IRIMAS de l&#8217;Universit\u00e9 de Haute-Alsace, \u00e0 Mulhouse. Les travaux men\u00e9s par l&#8217;\u00e9quipe MSD portent sur la mod\u00e9lisation et la science des donn\u00e9es et se concentrent sur les th\u00e9ories et les algorithmes permettant d&#8217;extraire des connaissances \u00e0 partir de vastes volumes de [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":464,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-973","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>IRIMAS - MSD<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.irimas.uha.fr\/en\/equipes\/msd\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IRIMAS - MSD\" \/>\n<meta property=\"og:description\" content=\"Pr\u00e9sentation et Th\u00e9matiques de recherche Le groupe de recherche MSD fait partie de l&#8217;Institut IRIMAS de l&#8217;Universit\u00e9 de Haute-Alsace, \u00e0 Mulhouse. 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