{"id":18613,"date":"2024-04-11T10:11:05","date_gmt":"2024-04-11T14:11:05","guid":{"rendered":"https:\/\/www.uqar.ca\/personnes\/loubna-benabbou\/"},"modified":"2026-07-01T00:15:26","modified_gmt":"2026-07-01T04:15:26","slug":"benabbou-loubna","status":"publish","type":"personnes","link":"https:\/\/www.uqar.ca\/en\/professeurs\/benabbou-loubna\/","title":{"rendered":"Loubna Benabbou"},"content":{"rendered":"\n<section class=\"wp-block-stereo-section-bloc section-block-small -section-block-padding-sm\" data-stereo-anchor-name=\"\"><div class=\"wp-block-stereo-section__container\"><div class=\"wp-block-stereo-section__col is-layout-flow wp-block-stereo-section-bloc-is-layout-flow\">\n<div class=\"wp-block-create-block-accordion-block\"><div class=\"c-tabs\" data-module=\"Tabs\"><div class=\"c-tabs-nav__wrap\" role=\"tablist\"><div class=\"c-tabs-nav-mobile\"><button data-tabs=\"button\" tabindex=\"0\" data-tabs-dir=\"<\" class=\"c-tabs-nav-mobile__button\" role=\"tab\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-left\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg#arrow-left\"><\/use><\/svg><\/button><button data-tabs=\"button\" tabindex=\"0\" data-tabs-dir=\"&gt;\" class=\"c-tabs-nav-mobile__button\" role=\"tab\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-right\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg#arrow-right\"><\/use><\/svg><\/button><\/div><div class=\"c-tabs-nav\" data-tabs=\"nav\"><button class=\"c-tabs-nav__item\" data-tabs=\"trigger\" role=\"tab\"><span class=\"c-tab\">Domaines de recherche<\/span><\/button><button class=\"c-tabs-nav__item\" data-tabs=\"trigger\" role=\"tab\"><span class=\"c-tab\">Recherches et expertises<\/span><\/button><button class=\"c-tabs-nav__item\" data-tabs=\"trigger\" role=\"tab\"><span class=\"c-tab\">Publications et communications<\/span><\/button><button class=\"c-tabs-nav__item\" data-tabs=\"trigger\" role=\"tab\"><span class=\"c-tab\">Cours enseign\u00e9s<\/span><\/button><\/div><\/div><div class=\"c-tabs-content__wrap\">\n<div class=\"c-tab-content__item\" data-tabs=\"content\"><div class=\"c-tab-content\"><p>\n    <ul>\n        <li>Intelligence artificielle : Apprentissage automatique<\/li><li>Sciences de d\u00e9cision : Recherche op\u00e9rationnelle, Aide multicrit\u00e8re \u00e0 la d\u00e9cision<\/li><li>Applications en gestion des cha\u00eenes d\u2019approvisionnement, la digitalisation des processus industriels, et la mitigation des risques des changements climatiques<\/li>    <\/ul>\n<\/p><\/div><\/div>\n\n\n\n<div class=\"c-tab-content__item\" data-tabs=\"content\"><div class=\"c-tab-content\">\n<div class=\"wp-block-create-block-accordion-block\"><div class=\"c-accordion\" data-module=\"Accordion\" data-accordion-toggle=\"true\" data-accordion-scroll=\"true\" data-accordion-preopen=\"-1\">\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Biographie sommaire\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"biographie-sommaire\"><span class=\"c-accordion__button\"> Biographie sommaire<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<p>Loubna Benabbou est professeure \u00e0 l&#8217;Unit\u00e9 d\u00e9partementale des sciences de gestion \u00e0 l\u2019Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski (UQAR). Elle est titulaire d&#8217;un M.B.A et d\u2019un Ph.D en apprentissage automatique et en sciences de d\u00e9cision de l\u2019Universit\u00e9 Laval et d\u2019un dipl\u00f4me d\u2019ing\u00e9nieure en g\u00e9nie industriel de l\u2019Ecole Mohammadia d\u2019Ing\u00e9nieurs.<\/p>\n\n\n\n<p>Ses int\u00e9r\u00eats de recherche s\u2019inscrivent dans le cadre g\u00e9n\u00e9ral de d\u00e9veloppement et l\u2019application des m\u00e9thodes de l\u2019apprentissage automatique issues de l&#8217;intelligence artificielle et des sciences de d\u00e9cisions pour aider \u00e0 la prise de d\u00e9cision.<\/p>\n\n\n\n<p>Elle s\u2019int\u00e9resse \u00e0 l\u2019application de ces m\u00e9thodes dans les domaines de : la gestion des cha\u00eenes d\u2019approvisionnement, la digitalisation des processus industriels, et la mitigation des risques des changements climatiques.&nbsp;<\/p>\n\n\n\n<p>Elle a particip\u00e9 dans plusieurs projets de recherche avec l\u2019industrie et si\u00e8ge dans des comit\u00e9s scientifiques\/techniques de revues et conf\u00e9rences internationales. Par ailleurs, elle a publi\u00e9 plusieurs articles dans des revues scientifiques internationales et des actes conf\u00e9rences internationales index\u00e9es.&nbsp;<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Formation\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"formation\"><span class=\"c-accordion__button\"> Formation<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<ul class=\"wp-block-list\">\n<li>Ph.D. en apprentissage automatique et sciences de d\u00e9cision, 2009, Facult\u00e9 des Sciences de l\u2019Administration, Universit\u00e9 Laval, Qc, Canada<\/li>\n\n\n\n<li>M.B.A en mod\u00e9lisation et d\u00e9cision organisationnelle, 2003, Facult\u00e9 des Sciences de l\u2019Administration, Universit\u00e9 Laval, Qc, Canada<\/li>\n\n\n\n<li>Baccalaur\u00e9at\/Maitrise en g\u00e9nie Industriel, 1998, Ecole Mohammadia d&#8217;Ing\u00e9nieurs, Universit\u00e9 Mohammed V \u00e0 Rabat, Maroc<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Projets de recherche en cours et subventions\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"projets-de-recherche-en-cours-et-subventions\"><span class=\"c-accordion__button\"> Projets de recherche en cours et subventions<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<ul class=\"wp-block-list\">\n<li>Chaire de recherche en intelligence artificielle pour les cha\u00eenes d\u2018approvisionnement num\u00e9riques, r\u00e9silientes, agiles et durables. Septembre 2022-Ao\u00fbt 2027, 1 000 000$, en partenariat avec la ville de L\u00e9vis, Mitacs, XST et fondation UQAR. (PHQs : 3 Post-docts, 4 PhDs, 8 MSc)<\/li>\n\n\n\n<li>\u00c9laboration d\u2019un syst\u00e8me intelligent pour la pr\u00e9diction des heures d\u2019arriv\u00e9e et des vitesses des navires. Septembre 2022-Ao\u00fbt 2025. 240 000$, Subvention Mitacs avec l\u2019entreprise XST. (PHQs : 1 Post-doct, 2 MSc)<\/li>\n\n\n\n<li>Syst\u00e8me d&#8217;aide \u00e0 la d\u00e9cision pour la pr\u00e9diction de la ressource renouvelable et du productible \u00e9nerg\u00e9tique afin de contribuer \u00e0 la r\u00e9duction des \u00e9missions de gaz \u00e0 effet de serre. Septembre 2020-Avril 2024. 1 116 480$, Subvention Minist\u00e8re de l&#8217;Environnement et de la Lutte contre les Changements Climatiques (MELCC) au Qu\u00e9bec. En collaboration avec Pr. Yoshua Bengio (Mila\/UdeM), Pr Hanane Dagdougui (Polytechnique Montr\u00e9al) et Pr Berrado (EMI). (PHQs : 2 Post-docts, 4 PhDs, 3 MSc).<\/li>\n\n\n\n<li>Mod\u00e9lisation de la r\u00e9silience des cha\u00eenes d\u2019approvisionnement face aux risques extr\u00eames et proposition de plans de reprise. Mai 2020 &#8211; D\u00e9cembre 2024. 25 000$, Subvention du Mathematics of Information Technology and Complex Systems (MITACS) avec la grappe a\u00e9rospatiale qu\u00e9b\u00e9coise A\u00e9ro Montr\u00e9al: Octobre 2020-janvier 2021. (PHQs : 1 Post-doct)<\/li>\n\n\n\n<li>Approches de valorisation des donn\u00e9es pour le pilotage d\u2019une cha\u00eene d\u2019approvisionnement digitale, agile, flexible et durable. Mai 2020-Juin 2023. 45 000$, Subvention D\u00e9couverte au D\u00e9veloppement du CRSNG et 8 000$ de soutien de l\u2019UQAR. (PHQs : 2 Doctorants, 4 MSc)<\/li>\n\n\n\n<li>Approche d\u2019aide \u00e0 la d\u00e9cision bas\u00e9e sur la valorisation des donn\u00e9es dans un environnement incertain et son application au transport maritime et \u00e0 la gestion des op\u00e9rations dans les ports. Juillet 2019-d\u00e9cembre 2022.&nbsp; Subvention MITACS Globalink, bourse de stage au Mila en hiver 2022 pour la doctorante Sara El Mekkaoui pour la p\u00e9riode Janvier 2022-Avril 2022. En collaboration avec Pr Berrado (EMI) (PHQs : 1 Doctorante)<\/li>\n\n\n\n<li>\u00c9laboration d\u2019un syst\u00e8me manufacturier intelligent pour le pilotage des processus de production dans l\u2019industrie de valorisation du bois : cas du processus de res\u00e9chage de pr\u00e9cision dans une scierie. Mars 2020 \u2013 avril 2022. 80 000$, Subvention programme acc\u00e9l\u00e9ration MITACS avec FPInnovations. En collaboration avec Pr. Ouhimmou (ETS) (PHQS : 1 Post-doct, 3 MSc)<\/li>\n\n\n\n<li>Optimisation du probl\u00e8me de tourn\u00e9e de v\u00e9hicules VRP (Vehicle Routing Problem) en utilisant l\u2019apprentissage profond et l\u2019apprentissage par renforcement. F\u00e9vrier 2019- d\u00e9cembre 2021. 15 000$, Subvention Mitacs avec l\u2019entreprise ClearD. Subvention Mitacs-Globalink MITACS\/AIMS\/IVADO, bourse de stage pour l\u2019\u00e9t\u00e9 2019. Septembre 2022-A\u00f4ut 2025 Bourse de doctorat FQRNT en collaboration avec Pr El Hallaoui (Polytechnique Montr\u00e9al) (PHQs : 1 Doctorant, 3 MSc)<\/li>\n\n\n\n<li>Mod\u00e8les quantitatifs pour la gestion et l\u2019externalisation des op\u00e9rations de la cha\u00eene logistique des produits pharmaceutiques du minist\u00e8re de la sant\u00e9 au Maroc. Janvier 2015- d\u00e9cembre 2020. 550 000$ Subvention du Centre Nationale de la Recherche Scientifique et Technique (CNRST, Maroc). En collaboration avec Pr. Berrado (EMI) (PHQs : 8 Doctorantes)<\/li>\n\n\n\n<li>Excellence op\u00e9rationnelle des processus de production dans un environnement de donn\u00e9es massives : D\u00e9marche et application. Mars 2019 &#8211; juin 2020. 14 229$, Subvention du Centre d\u2019Expertise Universitaire vou\u00e9 au D\u00e9veloppement des Organisations (CEUDO). (PHQs : 3 MSc)<\/li>\n\n\n\n<li>Outil de priorisation des bassins-versants pour la gestion des risques des inondations dans le cadre de la mise en \u0153uvre de l\u2019initiative Info-Crue au Qu\u00e9bec. Mars 2019 \u2013 Juin 2019. 43 551$, Subvention du Consortium sur la Climatologie R\u00e9gionale et l&#8217;Adaptation aux Changements Climatiques : Ouranos.<\/li>\n\n\n\n<li>Choix des m\u00e9thodes d\u2019intelligence artificielle pour le pilotage des processus de production dans le secteur de la valorisation du bois. F\u00e9vrier 2019 &#8211; avril 2019. Contrat d\u2019expertise avec FPInnovations.<\/li>\n\n\n\n<li>D\u00e9veloppement de mod\u00e8les pr\u00e9dictifs bas\u00e9s sur l\u2019apprentissage machine et l\u2019optimisation pour aider \u00e0 la prise de d\u00e9cision en temps r\u00e9el dans la gestion des op\u00e9rations. F\u00e9vrier 2017-d\u00e9cembre 2019. 140 000$ en bourses d\u2019\u00e9tudes du premier groupe minier au monde dans le phosphate l\u2019OCP. En collaboration avec Pr. Berrado (EMI)<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Supervision d'\u00e9tudiants de cycles sup\u00e9rieurs\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"supervision-detudiants-de-cycles-superieurs\"><span class=\"c-accordion__button\"> Supervision d&#8217;\u00e9tudiants de cycles sup\u00e9rieurs<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<h4 class=\"wp-block-heading has--color has-text-color\">Maitrise avec m\u00e9moire<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2022\/9 &#8211; 2024\/8 Codirectrice de recherche, Ismail Bourzak (En cours), UQAR, <em>\u00c9laboration d\u2019un syst\u00e8me intelligent pour la pr\u00e9diction des heures d\u2019arriv\u00e9e et des vitesses des navires.<\/em><\/li>\n\n\n\n<li>2022\/9 &#8211; 2024\/8 Codirectrice de recherche, Ayoub Atanane (En cours), UQAR, <em>\u00c9laboration d\u2019un syst\u00e8me d&#8217;aide \u00e0 la d\u00e9cision pour le pilotage de la performance des installations de production de l&#8217;\u00e9nergie renouvelable<\/em>.<\/li>\n\n\n\n<li>2022\/1 &#8211; 2023\/12 Codirectrice de recherche, Abderrahim Zilali (En cours), UQAR, Mod\u00e8les d&#8217;apprentissage profond pour l&#8217;\u00e9laboration des politiques de maintenance pr\u00e9dictive.<\/li>\n\n\n\n<li>2021\/3 &#8211; 2021\/10 Codirectrice de recherche, Oussama Boussif (Termin\u00e9), \u00c9cole Centrale Sup\u00e9lec\/\u00c9cole Normale Paris-Saclay, <em>A Deep Learning Model For Partial Differential Equation Resolution.<\/em><\/li>\n\n\n\n<li>2021\/1 &#8211; 2022\/4 Directrice de recherche principal, Saad El Marjani (Termin\u00e9), UQAR<em>, La num\u00e9risation du processus de la gestion des ressources via l&#8217;intelligence artificielle: cas de la gestion de projet.<\/em><\/li>\n\n\n\n<li>2021\/1 &#8211; 2023\/4 Codirectrice de recherche, Ghait Boukachab (En cours), UQAR, <em>\u00c9laboration de mod\u00e8les d&#8217;apprentissage profond pour la pr\u00e9diction de la ressource solaire. <\/em><\/li>\n\n\n\n<li>2021\/1 &#8211; 2023\/4 Codirectrice de recherche, Saad Benslimane (En cours), Polytechnique Montr\u00e9al, <em>\u00c9laboration des mod\u00e8les de pr\u00e9diction du productible \u00e9nerg\u00e9tique \u00e0 partir de la ressource solaire.<\/em><\/li>\n\n\n\n<li>2020\/9 &#8211; 2022\/12 Codirectrice de recherche, Mouhcine Laaroussi (En cours), \u00c9cole de Technologie Sup\u00e9rieure, <em>\u00c9laboration des mod\u00e8les pr\u00e9dictifs pour le pilotage des processus de la cha\u00eene d&#8217;approvisionnement.<\/em><\/li>\n\n\n\n<li>2020\/4 &#8211; 2021\/12 Codirectrice de recherche, Rabii Houtane (Termin\u00e9), UQAR, <em>Mod\u00e9lisation et simulation d\u2019une plaque en acier 4340 chauff\u00e9e par induction utilisant un mod\u00e8le de simulation par \u00e9l\u00e9ments finis : pr\u00e9diction et optimisation num\u00e9rique.<\/em><\/li>\n\n\n\n<li>2020\/1 &#8211; 2021\/12 Codirectrice de recherche, Dario Simbizi (Termin\u00e9), UQAR, <em>La r\u00e9silience et ses liens avec la digitalisation, l\u2019agilit\u00e9 et la flexibilit\u00e9 des approvisionnements : une revue de litt\u00e9rature.<\/em><\/li>\n\n\n\n<li>2019\/4 &#8211; 2019\/12 Codirectrice de recherche, Ola Badreldeen (Termin\u00e9), African Institute for Mathematical Sciences (AIMS), <em>Planning of Home Health Care Structures: Optimization and Reinforcement Learning Models<\/em>.<\/li>\n\n\n\n<li>2016\/9 &#8211; 2017\/4 Directrice de recherche principal, Ismail Ed-Daoudi (Termin\u00e9), CFC Academy, <em>Mod\u00e9lisation du Risque de Liquidit\u00e9 dans le March\u00e9 Financier Marocain<\/em>.<\/li>\n\n\n\n<li>2015\/1 &#8211; 2016\/1, Directrice de recherche principal Mohammed Redouane Khrifi (Termin\u00e9), CFC Academy, <em>\u00c9valuation des Projets d\u2019\u00c9nergie Renouvelable avec les Options R\u00e9elles.<\/em><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has--color has-text-color\">Doctorat<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2021\/10 &#8211; 2024\/12 Codirectrice de recherche, Maryam Chafiq (En cours), \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Mod\u00e8les de pr\u00e9diction et d\u2019optimisation de la performance op\u00e9rationnelledes installations de production des \u00e9nergies renouvelables.<\/em><\/li>\n\n\n\n<li>2021\/10 &#8211; 2024\/12 Codirectrice de recherche, Samira Abousaid (En cours), \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Mod\u00e8les d&#8217;apprentissage profond pour la pr\u00e9diction du productible renouvelable<\/em>.<\/li>\n\n\n\n<li>2021\/1 &#8211; 2024\/12 Codirectrice de recherche, Saad Benbrahim (En cours), \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs<em>, \u00c9laboration des mod\u00e8les de pr\u00e9diction \u00e0 base d&#8217;apprentissage profond de la ressource solaire.<\/em><\/li>\n\n\n\n<li>2020\/9 &#8211; 2023\/8 Codirectrice de recherche, Abdelhakim Abdellaoui (En cours), Polytechnique Montr\u00e9al, <em>Mod\u00e8les d&#8217;apprentissage par renforcement pour l&#8217;optimisation: cas du probl\u00e8me de tourn\u00e9e de v\u00e9hicules.<\/em><\/li>\n\n\n\n<li>2020\/1 &#8211; 2024\/12 Codirectrice de recherche, Souhaila Chiguer (En cours), \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs<em>, \u00c9laboration d&#8217;un mod\u00e8le de pricing dynamique pour une meilleure int\u00e9gration de l&#8217;\u00e9lectricit\u00e9 verte.<\/em><\/li>\n\n\n\n<li>2019\/7 &#8211; 2022\/12 Codirectrice de recherche, Noucaiba Sbai (En cours), \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Les syst\u00e8mes de gestion de stock multi-\u00e9chelons dans les chaines d&#8217;approvisionnement.<\/em><\/li>\n\n\n\n<li>2019\/7 &#8211; 2022\/12 Codirectrice de recherche, Sara El Mekkaoui (En cours), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Data-driven Approaches to Decision-Making under Uncertainty, and its application to Seaport\u2019s Operations Management<\/em>.<\/li>\n\n\n\n<li>2016\/9 &#8211; 2022\/5 Codirectrice de recherche, Hakim Bouayed (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Gouvernance des Syst\u00e8mes d&#8217;Information dans la Cha\u00eene d&#8217;Approvisionnement des Produits Pharmaceutiques.<\/em><\/li>\n\n\n\n<li>2016\/9 &#8211; 2022\/4 Codirectrice de recherche, Iliasse Mahraz (En cours), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>De l&#8217;informatisation \u00e0 la digitalisation des cha\u00eenes d&#8217;approvisionnement.<\/em><\/li>\n\n\n\n<li>2016\/9 &#8211; 2022\/4 Codirectrice de recherche, Badre Labiad (En cours), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Pr\u00e9diction par Apprentissage Profond des Mouvements des Titres Financiers.<\/em><\/li>\n\n\n\n<li>2014\/9 &#8211; 2021\/11 Codirectrice de recherche, Afaf Haial (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs<em>, Strat\u00e9gies de Transport des Syst\u00e8mes de la Sant\u00e9 Publique.<\/em><\/li>\n\n\n\n<li>2014\/9 &#8211; 2019\/10 Codirectrice de recherche, Zoubida Chorfi (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Monitoring and Sizing of Health care supply chains: Case study of public pharmaceutical supply chain in Morocco<\/em>.<\/li>\n\n\n\n<li>2014\/9 &#8211; 2020\/10 Codirectrice de recherche, Malak Moaky (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Exploring a Lean Multi-Echelon Inventory Management of pharmaceuticals supply chain:&nbsp; The case of public sector in Morocco.<\/em><\/li>\n\n\n\n<li>2014\/9 &#8211; 2021\/2 Codirectrice de recherche, Samia Laghrabli (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Modeling of the Transient Phase Between Insourcing setup and Outsourcing Configuration of the Logistics Activities.<\/em><\/li>\n\n\n\n<li>2014\/9 &#8211; 2018\/12 Codirectrice de recherche, Jihane Gharib (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Analysis and Quantification of Investment Projects\u2019 Profitability: A Real Options Framework.<\/em><\/li>\n\n\n\n<li>2012\/9 &#8211; 2019\/7 Codirectrice de recherche, Sanae Kouismi (Termin\u00e9), Ecole Mohammadia d&#8217;Ing\u00e9nieurs, <em>Conception des mod\u00e8les d&#8217;ordonnancement \u00e0 machines parall\u00e8les \u00e0 temps discret: Application \u00e0 la gestion d&#8217;un terminal ferroviaire au Maroc. <\/em><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has--color has-text-color\">Postdoctorat<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>2022\/5 &#8211; 2024\/4 Codirectrice de recherche, Dan Assouline (En cours), Universit\u00e9 de Montr\u00e9al\/Mila, <em>Hybridation des mod\u00e8les physiques et de l&#8217;apprentissage profond pour la pr\u00e9diction du rayonnement solaire<\/em>.<\/li>\n\n\n\n<li>2022\/5 &#8211; 2024\/4 Codirectrice de recherche, Stefano Massaroli (En cours) , Universit\u00e9 de Montr\u00e9al\/Mila, <em>Hybridation des mod\u00e8les physiques et de l&#8217;apprentissage profond pour la pr\u00e9diction du rayonnement solaire.<\/em><\/li>\n\n\n\n<li>2021\/4 &#8211; 2021\/10 Directrice de recherche principal, Siamak Mushakhian (Termin\u00e9) , UQAR, <em>\u00c9laboration d\u2019un syst\u00e8me manufacturier intelligent pour le pilotage des processus de production dans l\u2019industrie de valorisation du bois : cas du processus de re-s\u00e9chage de pr\u00e9cision dans une scierie.<\/em><\/li>\n\n\n\n<li>2021\/2 &#8211; 2022\/5 Directrice de recherche principal, Safae Er-Rbib (Termin\u00e9) , UQAR, <em>Mod\u00e9lisation de la r\u00e9silience des cha\u00eenes d\u2019approvisionnement face aux risques extr\u00eames : cas de la COVID19<\/em>.<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Exp\u00e9rience professionnelle\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"experience-professionnelle\"><span class=\"c-accordion__button\"> Exp\u00e9rience professionnelle<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<ul class=\"wp-block-list\">\n<li>Professeure, Unit\u00e9 d\u00e9partementale des sciences de la Gestion, Universit\u00e9 du Qu\u00e9bec \u00e0 Rimouski Campus L\u00e9vis, Qc, Canada 2018 \u2013Pr\u00e9sent.<\/li>\n\n\n\n<li>Professeure, D\u00e9partement G\u00e9nie Industriel, \u00c9cole Mohammadia d&#8217;Ing\u00e9nieurs, Maroc 2010 \u2013 2018.<\/li>\n\n\n\n<li>Professeure, D\u00e9partement G\u00e9nie Industriel, \u00c9cole Nationale Sup\u00e9rieure des Mines de Rabat, Maroc 2009 \u2013 2010.<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"c-accordion__section\" data-accordion=\"wrap\"><button type=\"button\" aria-label=\"Ouvrir  Affiliations\" class=\"c-accordion__header\" data-accordion=\"trigger\"><span class=\"c-accordion__header__title\" id=\"affiliations\"><span class=\"c-accordion__button\"> Affiliations<span class=\"c-accordion__header__icon\"><span class=\"o-button__icon\"><svg aria-hidden=\"true\" focusable=\"false\" class=\"o-ico -icon-arrow-down\"><use xlink:href=\"\/app\/themes\/baserock\/assets\/img\/sprite.svg?v=4ffa4cbaabe44c792c?v=4ffa4cbaabe44c792c#arrow-down\"><\/use><\/svg><\/span><\/span><\/span><\/span><\/button><div class=\"c-accordion__content\" role=\"region\" data-accordion=\"content\"><div class=\"c-accordion__inner\">\n<ul class=\"wp-block-list\">\n<li>Membre du<a href=\"https:\/\/www.cirrelt.ca\/\"> CIRRELT<\/a><\/li>\n\n\n\n<li>Membre du <a href=\"https:\/\/www.gerad.ca\/fr\/home\">GERAD<\/a><\/li>\n\n\n\n<li>Professeure visiteur <a href=\"https:\/\/mila.quebec\/\">Mila<\/a><\/li>\n<\/ul>\n<\/div><\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"c-tab-content__item\" data-tabs=\"content\"><div class=\"c-tab-content\">\n<h4 class=\"wp-block-heading has--color has-text-color\">Articles de revue&nbsp;<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2022<em>). <\/em><em>Deep Learning Models for Vessel&#8217;s ETA Prediction: Bulk Ports Perspective. <\/em><em>Flexible Services and Manufacturing Journal.<\/em><\/li>\n\n\n\n<li>Mahraz*, I. Benabbou, L. Berrado, A. (2022). <em>Machine learning in supply chain management: A systematic literature review. International Journal of Supply and Operations Management.<\/em><\/li>\n\n\n\n<li>Haial* A., Benabbou L., Berrado A. (2021). <em>Designing a transportation strategy decision making process for a supply chain: Case of a pharmaceutical supply chain. <\/em><em>International Journal of Environmental Research and Public Health.<\/em><\/li>\n\n\n\n<li>Bouayad*, H., Benabbou, L., Berrado, A. (2021). <em>A Multi-Criteria Decision Analysis Approach for Aligning IT and Supply Chain Strategies. International Journal of Supply and Operations Management.<\/em><\/li>\n\n\n\n<li>Bouayad*, H., Benabbou, L., Berrado, A. (2021). <em>Aligning Information Technology and Supply Chain: An Approach to Map SCOR to COBIT. International Journal of Information System Modeling and Design.<\/em><\/li>\n\n\n\n<li>Sbai*, N. Benabbou, L. Berrado, A. (2021). <em>Multi-echelon Inventory System Selection: Case of Distribution Systems. International Journal of Supply and Operations Management.<\/em><\/li>\n\n\n\n<li>Haial*, A. Berrado, A. &amp; Benabbou, L. (2020). <em>A Conceptual Framework For designing a transportation Network: The case of a pharmaceutical Supply Chain. International Journal of Logistics Systems and Management.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2020). <em>Mapping Supplier Selection Methods and Criteria in the Scoring and Assessment Sourcing Process: Case of Logistics Activities. International Journal of Logistics Systems and Management.<\/em><\/li>\n\n\n\n<li>Mahraz*, I. Benabbou, L. Berrado, A. (2020). <em>A Compilation and Analysis of Critical Success Factors for the ERP Implementation. International Journal of Enterprise Information Systems. 16(2)<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2019). <em>An integrated DEA based approach for evaluating and sizing health care supply chains. Journal of Modelling in Management.<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2018). <em>An Integrated Performance Measurement Framework for Enhancing Public Health Care Supply Chain. Supply Chain Forum.<\/em><\/li>\n\n\n\n<li>Mouaky*, M. Berrado, A. Benabbou, L. (2018). <em>Using a Kanban system for multi-echelon inventory management: the case of pharmaceutical supply chain. International Journal of Logistics Systems and Management.<\/em><\/li>\n\n\n\n<li>Gharib*, J. Berrado, A. Benabbou, L. (2018). <em>Real Options Framework for Dealing with Uncertainty in Project Management: A Moroccan Infrastructure Project.International Journal of Industrial Engineering and Operations Management.<\/em><\/li>\n\n\n\n<li>Mouaky*, M. Berrado, A. Benabbou, L. (2018). <em>DMADV approach to evaluate the Adaptive Kanban Performance for Inventory Management Process: The case of Moroccan Public Pharmaceutical Supply Chain. Supply Chain Forum.<\/em><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has--color has-text-color\">Articles de conf\u00e9rence<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Boussif*, O. &nbsp;D Assouline, L Benabbou, Y Bengio. (2022). <em>MAgNet: Mesh Agnostic Neural PDE Solver<\/em>. <em>36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Laaroussi*, M. &nbsp;L. Benabbou, M. Ouhimmou, F Abasian, S Haddad. (2022). <em>Predicting the mean moisture content in a conventional kiln-based drying process: a data-driven approach. IFAC MIM2022, Nantes, France.<\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L., Berrado, A. (2022).<em> Machine Learning models for efficient port terminal operations: case of ships arrival times prediction. the 10th MIM 2022 &#8211; IFAC conference, Nantes, France.<\/em><\/li>\n\n\n\n<li>Labiad*. B, Berrado. A, and Benabbou. L. (2022).<em> Improving Stock Market Intraday Prediction by Generative Adversarial Neural Networks. The 12th International Conference on Industrial Engineering and Operations Management (IEOM), Istanbul.<\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2022).<em> Automatic Identification System Data Quality: Outliers Detection Case. The 12th International Conference on Industrial Engineering and Operations Management (IEOM), Istanbul.<\/em><\/li>\n\n\n\n<li>El Marjani*, S. Er-rbib, S. Benabbou, L. (2022).<em> Artificial Intelligence Demand Forecasting Techniques inSupply Chain Management: A Systematic Literature Review. The 12th International Conference on Industrial Engineering and Operations Management (IEOM), Istanbul.<\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2021).<em> Machine Learning based Approach for Predicting Vessels Estimated Time of Arrivals. Forum Diversity and Inclusion in AI \u00e0 IJCAI 2021, Montr\u00e9al.<\/em><\/li>\n\n\n\n<li>Rahhali, I. Benabbou, L. Abasian, F. Fillion, S. (2021).<em> Machine Learning Models for Variability Control: The Case of the Wood Industry. <\/em><em>CORS2021.<\/em><\/li>\n\n\n\n<li>Mahraz*, I. Benabbou, L. Berrado, A. (2021).<em> La transformation digitale de la cha\u00eene d\u2019approvisionnement. CIGI\/Qualita 2021., Grenoble, France.<\/em><\/li>\n\n\n\n<li>M. Laaroussi*, M. Montecino, J.C. Benabbou, L. Ouhimmou, (2021).<em> Segmentation et caract\u00e9risation de la demande des magasins magasins de d\u00e9tail. Cas des produits cosm\u00e9tiques.CIGI\/Qualita 2021, Grenoble.<\/em><\/li>\n\n\n\n<li>Benabbou, L. (2021).<em> D\u00e9marche d\u2019excellence op\u00e9rationnelle dans les processus de production dans un environnement de donn\u00e9es massives. <\/em><em>ACFAS2021, Trois Rivi\u00e8res.<\/em><\/li>\n\n\n\n<li>Simbizi*, D., Benabbou, L. and Urli, B. (2021).<em> Systematic Literature Reviews in Supply chain resilience: A Systematic Literature Review. The 11th International Conference on Industrial Engineering and Operations Management (IEOM), Singapour.<\/em><\/li>\n\n\n\n<li>Chorfi, Z. Benabbou, L. Berrado, A. (2020).<em> Composite indicators for assessing health care supply chains. The 5th IEEE International Conference on Logistics Operations Management.<\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2020). <em>A Way Toward Low-Carbon Shipping: Improving Port Operations Planning using Machine Learning. AICC Workshop, The 34rd Neural Information Processing Systems, NeurIPS 2020. <\/em><\/li>\n\n\n\n<li>Mahraz*, I. Benabbou, L. Berrado, A. (2020).<em> Is Machine Learning Revolutionizing Supply Chain?. The 5th IEEE International Conference on Logistics Operations Management. <\/em><\/li>\n\n\n\n<li>Sbai*, N. Benabbou, L. Berrado, A. (2020).<em> An AHP Based Approach for Multi-echelon Inventory System Selection: Case of Distribution Systems. The 5th IEEE International Conference on Logistics Operations Management. <\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2020).<em> Predicting Ships Estimated Time of Arrival based on AIS Data. The 15th ACM International Conference on Intelligent Systems: Theories and Applications.<\/em><\/li>\n\n\n\n<li>Bouayad*. H, Benabbou. L, Berrado. A. (2020).<em> A fuzzy TOPSIS based approach for alignment of information technology strategy insupply chain. The 5th IEEE International Conference on Logistics Operations Management.<\/em><\/li>\n\n\n\n<li>Benabbou, L. (2020).<em> Optimization Of The Generalization Bounds For Supervised Multi-class Classifiers.Institute for Operations Research and Management Science annual meeting (Informs).<\/em><\/li>\n\n\n\n<li>Haial*, A. Berrado, A. Benabbou, L. (2020).<em> Managing Stakeholder Participation in Transport Decision Making: Perspective of Public Pharmaceuticals Supply Chain in Morocco. The 5th IEEE International Conference on Logistics Operations Management. <\/em><\/li>\n\n\n\n<li>El Mekkaoui*, S. Benabbou, L. Berrado, A. (2020).<em> A Systematic Literature Review of Machine Learning Applications for Port\u2019s Operations. The 5th IEEE International Conference on Logistics Operations Management.<\/em><\/li>\n\n\n\n<li>Sbai*, N. Benabbou, L. Berrado, A. (2020).<em> Comparison of MCDM Methods for Multi-Echelon Inventory System Selection Problem. The 15th ACM International Conference on Intelligent Systems: Theories and Applications. <\/em><\/li>\n\n\n\n<li>DN Anthony Faustine, Lucas Pereira, L Benabbou. (2020). <em>Leveraging Machine Learning for Sustainable andSelf-sufficient Energy Communities. Tackling Climate Change with Machine Learning workshop at NeurIPS 2020. <\/em><\/li>\n\n\n\n<li>Lotfi*, S. Khalifa*, A. Badre*, O. Bellahsen*, A. Benabbou*, L. and El Halllaoui*, I. (2019). <em>Resource Allocation Optimization In Home Health Care: A Reinforcement Learning Approach. WIML Workshop, Neural Information Processing Systems, NeurIPS 2019.<\/em><\/li>\n\n\n\n<li>Lotfi*, S. Khalifa*, A. Badre*, O. Bellahsen*, A. Benabbou, L. and El Hallaoui, I. (2019).<em> Home Health Care Resource Allocation Problem: A Reinforcement Learning Approach. ML4D Workshop, Neural Information Processing Systems, NeurIPS 2019. <\/em><\/li>\n\n\n\n<li>Mahraz*, I. Benabbou, L. Berrado, A. (2019). <em>A Systematic literature review of Digital Transformation. Actes de conf\u00e9rence. the 4th North American International Conference on Industrial Engineering and Operations Management (IEOM), Toronto, Canada.<\/em><\/li>\n\n\n\n<li>Haial*, A. Berrado, A. Benabbou, L. (2019).<em> Reviewing the use of Multi-Criteria Group Decision Making Methods for Transportation Problems: Case of Transport Mode Selection Problem.Actes de conf\u00e9rence. The 3rd European Conference on Industrial Engineering and Operations Management, IEOM 2019., Pilsen, Tch\u00e8que, R\u00e9publique.<\/em><\/li>\n\n\n\n<li>Miri*, A. Hajout*, T. Benabbou, L. Berrado, A. (2019).<em> Machine Learning and Optimization Models to Achieve Operational Excellence: A case of a Fertilizers\u2019 Plant. <\/em><em>Actes de conf\u00e9rence. CIGI\/Qualita 2019 Conference., Montr\u00e9al, Canada.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2019). <em>How to go from insourcing to outsourcing: A conceptualized and illustrative framework of the transientphase. Actes de conf\u00e9rence. 12\u00e9me \u00e9dition du colloque international de la logistique et du supply chain management, Logistiqua 2019, Paris, France.<\/em><\/li>\n\n\n\n<li>Dakhissi*, A. Elallam*, A. Benabbou, L. Berrado, A. Malki, Z. (2019).<em> Mod\u00e8les d\u2019Apprentissage Automatique pour la Maintenance Pr\u00e9dictive: Cas de la laverie d\u2019une mine. Actes de conf\u00e9rence. CIGI\/Qualita 2019 Conference., Montr\u00e9al, Canada.<\/em><\/li>\n\n\n\n<li>Malki, Z., Ait-Kadi. D, Oualli, S. Benabbou, L. (2019).<em> Multicriteria Decision Analysis Framework for Preventive Replacement Policy. Actes de conf\u00e9rence. Proceeding of CIGI\/Qualita 2019 Conference, Montr\u00e9al, Canada.<\/em><\/li>\n\n\n\n<li>Benabbou, L., Malki, Z., Sankaran, K., Bouzekri, H. (2019).<em> Machine Learning-based Predictive Maintenance for Renewable Energy: The Case of Power Plants in Morocco. 36 th International Conference on Machine Learning, ICML 19., Long-Beach, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Lotfi*, S. Khalifa*, A. Bellahsen*, A. and Benabbou, L. (2019).<em> Planning in Home Health Care Structures using Reinforcement Learning. The 8th International Conference on Learning Representation ICLR 2019, New Orleans, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Benabbou, L. (2019).<em> La valorisation des donn\u00e9es massives pour une meilleure prise de d\u00e9cision dans les organisations. <\/em><em>Congr\u00e8s de l\u2019ACFAS2019, UQO, 2019, Gatineau, Canada.<\/em><\/li>\n\n\n\n<li>Labiad*. B, Berrado. A, and Benabbou. L. (2019).<em> Intelligent System for Intraday Stock Market Forecasting. Actes de conf\u00e9rence. The 5th IEEE International Conference on Optimization and Applications, ICOA 2019, K\u00e9nitra, Maroc.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2019).<em> Strategic Decisions Selection Methods in HealthCare: A Systematic Literature Review. Actes de conf\u00e9rence. <\/em><em>The 5th IEEE International Conference on Optimization and Applications, ICOA 2019., K\u00e9nitra, Maroc.<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2019).<em> A Three Stage DEA Approach for Evaluating the Performance of Supply Chains: Case Study of Public Pharmaceutical Products Supply chains in Morocco. Actes de conf\u00e9rence. the 9th International Conference on Industrial Engineering and Operations Management, IEOM19., Bangkok, Tha\u00eflande<\/em><em>.<\/em><\/li>\n\n\n\n<li>Mahraz*, I. Berrado. A, Benabbou, L. (2019).<em> Success Factors for ERP Implementation: a Systematic Literature Review. Actes de conf\u00e9rence. the 9th International Conference on Industrial Engineering and Operations Management, IEOM19, Bangkok, Tha\u00eflande<\/em><em>.<\/em><\/li>\n\n\n\n<li>Labiad*. B, Berrado. A, Benabbou. L. (2018).<em> Short-Term Classification of Stock Markets using Deep Neural Networks. <\/em><em>Actes de conf\u00e9rence. <\/em><em>The 13th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;18., Rabat, Maroc.<\/em><\/li>\n\n\n\n<li>Bouayed*, H. Benabbou, L. Berrado, A. (2018). <em>An Analytic Hierarchy Process based Approach for Information Technology Governance Framework Selection. Actes de conf\u00e9rence. the 13th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;18, Rabat, Maroc.<\/em><\/li>\n\n\n\n<li>Mahraz*, I. Berrado. A, Benabbou. (2018)<em>. A Survey of Success Factors for Project of ERP Implementation: A Moroccan Case Study. Actes de conf\u00e9rence. The 2nd European Conference on Industrial Engineering and Operations Management, IEOM 2018., Paris, France<\/em><em>.<\/em><\/li>\n\n\n\n<li>Benabbou. L. and Lang. P. (2017).<em> A Reduction Principle for Generalizing Bona Fide RiskBounds in Multi- class Setting. NIPS Workshop on Multi-class and Multi-label Learning in Extremely Large Label Spaces, Long Beach, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Benabbou. L., Lang. P and Guitouni. A. (2017).<em> A Mathematical Model for Multi-class and Multi- criteria Classification Problems. Women in Machine Learning Workshop at NIPS17 2017, Long-Beach, \u00c9tats-Unis<\/em><em>.<\/em><\/li>\n\n\n\n<li>Benabbou. L. &amp; Lang. P. (2017). <em>Tight Risk Bounds for Multi-class Learning. Actes de conf\u00e9rence. Neural Information Processing Systems: Workshop on Optimization for Machine Learning, Long-Beach, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Khalifa, A. Idsouguou, Y. Benabbou. L. Zirari. M. (2017).<em> Machine Learning Approaches for Traffic Volume Forecasting: A Case Study of the Moroccan Highway Network. NIPS Workshop on Machine Learning for the Developing World, Long-Beach, \u00c9tats-Unis<\/em><em>.<\/em><\/li>\n\n\n\n<li>Loubna Benabbou et Pascal Lang. (2017)<em>. PAC-Bayesian Generalization Bound for Multi-class Learning. NIPS Workshop on Bayesian Learning: PAC-Bayesian trends and insights,, Long-Beach, \u00c9tats-Unis.<\/em><\/li>\n\n\n\n<li>Benabbou. L. and Lang. P. (2017).<em> Test Set Bounds for Multi-class Supervised Classification. <\/em><em>IFORS.<\/em><\/li>\n\n\n\n<li>Haial*, A. Berrado, A. Benabbou, L. (2017). <em>A Transport Strategy Developing Process Based on Stakeholder Engagement. 7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Bouayed*, H. Benabbou, L. Berrado, A. (2017).<em> Towards an Information Technology Governance Framework Selection: Criteria Determination. 7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc.<\/em><\/li>\n\n\n\n<li>Gharib*, J. Benabbou, L. (2017).<em> Assessment of Investment Project Profitability in Uncertain Environment: A Real Options Approach. 7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2017).<em> Estimating Utility Functions through Experimental Designs.7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Mouaky*, M. Berrado, A. Benabbou, L. (2017).<em> Guidelines to Choose Operational Excellence Techniques\/ Tools for Inventory Management: The Case of Pharmaceuticals Supply Chain.7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2017).<em> Proposed Performance Evaluation Framework for Assessingand providing Approximate Dimensioning of Supply Chains: Case Study of Public Pharmaceutical Products Supply Chains. 7th International Conference on Industrial Engineering and Operations Management, Rabat, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Labiad*. B, Berrado. A, and Benabbou. L,. (2016).<em> Machine Learning Techniques for Short Term Stock Movements Classification for Moroccan Stock Exchange. IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16, Mohammadia, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Mouaky*. M, Berrado. A, and Benabbou. L. (2016).<em> An MCDA Approach to select a Kanban system for multi-echelon inventory management in a pharmaceutical supply chain.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Hamidi Alaoui*. K, Benabbou. L, Berrado. A, and Tarmouti. A,. (2016).<em> A Classification Based Framework for Credit Risk Assessment in the Moroccan Financial Market.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2016). <em>Strategic Decision Processes Classification Framework Using UTADIS.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2016).<em> An Experimental Approach for Dimensioning Public Healthcare Supply Chains.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Kouismi*. S, Benabbou. L, Sbihi. N, Penz. B,. (2016). <em>Scheduling unloading operations in a railway.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>El Mokrini*, A. Benabbou, L. Berrado, A. (2016).<em> A Decision Aid Process for Strategic Insourcing\/ Outsourcing in a Supply Chain.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016, Fes, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Lahlou Kassi*, M, Berrado, A. Benabbou, L. and Benabdelkader, K. (2016). <em>Towards a predictive analytics Framework with randomforest for forecasting sales at gasoline services stations in Morocco.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc.<\/em><\/li>\n\n\n\n<li>Serbout*, M, A. Berrado, A. Benabbou, L. (2016).<em> Toward Consumption Characterization in a Pharmaceutical Products Supply Chain.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>E Amrani,* A. Benabbou, L. Berrado, A. (2016). <em>A model for classification of outsourcing related organizational risks in apharmaceutical supply chain.IEEE\/11th International Conference on Intelligent Systems: Theories and Applications, SITA&#8217;16., Mohammadia, Maroc.<\/em><\/li>\n\n\n\n<li>Haial*, A. Berrado, A. Benabbou, L. (2016).<em> A Framework for Designing a Transportation Strategy: Case of a Pharmaceuticals Supply Chain.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Laghrabli*, S. Benabbou, L. Berrado, A. (2016).<em> Multi-Criteria Decision Aid Model for Transportation Supplier Selection: Case ofa Pharmaceutical Supply Chain.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>El Amrani*, A. Benabbou, L. Berrado, A. (2016).<em> A model for managing outsourcing related organizational risks in a pharmaceutical supply chain.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc.<\/em><\/li>\n\n\n\n<li>Mouaky*, M. Berrado, A. Benabbou, L. (2016).<em> A Kanban based system for multi-echelon inventory management: case of pharmaceutical supply chains.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc<\/em><em>.<\/em><\/li>\n\n\n\n<li>Chorfi*, Z. Benabbou, L. Berrado, A. (2016).<em> A two stage DEA approach for evaluating the performance of public pharmaceutical products supply chains.IEEE\/3th International Conference Logistics Operations Management, GOL\u20192016., Fes, Maroc.<\/em><\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has--color has-text-color\"><strong>Pr\u00e9sentations sous invitation<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Benabbou L. (2022) Comment l\u2019intelligence artificielle peut-elle am\u00e9liorer la gestion des projets \u00e0 l\u2019\u00e8re du num\u00e9rique? Colloque GP-Qu\u00e9bec, Qu\u00e9bec, Canada. Conf\u00e9rence virtuelle.<\/li>\n\n\n\n<li>Benabbou L. (2021) Industrie 4.0: entre mythe et r\u00e9alit\u00e9. Mois de la m\u00e9catronique: Centre universitaire des Appalaches, f\u00e9vrier 2021, Saint-Georges, Qu\u00e9bec, Canada. Conf\u00e9rence virtuelle.<\/li>\n\n\n\n<li>Benabbou L. (2020) Managing Supply Chain Resilience in the time of COVID19. PSP2M International Conference, August 3-6 2020, Virtual Conference.<\/li>\n\n\n\n<li>Benabbou L. (2020) L&#8217;analytique avanc\u00e9e et les industries traditionnelles : un mariage \u00e0 consolider? Datavore, F\u00e9vrier 2020, Montr\u00e9al, Canada.<\/li>\n\n\n\n<li>Benabbou L. (2019) L\u2019intelligence artificielle : Les impacts et enjeux en entrepreneuriat. Semaine de l\u2019entrepreneuriat \u00e0 l\u2019UQAR, Novembre 2019, L\u00e9vis, Canada.<\/li>\n\n\n\n<li>Benabbou L. (2019) Towards a Data-Driven Continuous Improvement Approach to Achieve Operational Excellence. IEOM NA Conference, Octobre 2019, Toronto.<\/li>\n\n\n\n<li>Benabbou L. (2019) L\u2019Intelligence artificielle : Quel impact sur les syst\u00e8mes manufacturiers? Congr\u00e8s de l\u2019APDEQ, 3 Octobre 2019, Saint-Georges de Beauce, Canada<\/li>\n\n\n\n<li>Benabbou, L. (2019), Valorisation des donn\u00e9es industrielles pour atteindre l\u2019excellence op\u00e9rationnelle : Cas d\u2019application dans l\u2019industrie mini\u00e8re. \u00c9volution 2019, R2I summit, Mai 2019, Montr\u00e9al, Canada.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading has--color has-text-color\">Organisation d\u2019activit\u00e9s scientifiques<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Co-responsable de l\u2019organisation du colloque ACFAS : Applications de l\u2019apprentissage profond aux probl\u00e9matiques du g\u00e9nie logiciel et de la num\u00e9risation des processus industriels : enjeux et opportunit\u00e9s. En ligne, ACFAS2021, Mai 2021, Sherbrooke, Canada.<\/li>\n\n\n\n<li>Co-organisation de la session invit\u00e9e : L\u2019excellence op\u00e9rationnelle via la digitalisation des processus industriels. Congr\u00e8s International en G\u00e9nie Industriel CIGI\/Qualita, Mai 2021, Grenoble, France.<\/li>\n\n\n\n<li>Organisation du panel : L&#8217;intelligence artificielle en finance: D\u00e9fis et opportunit\u00e9s. Conf\u00e9rence FinteCQ, Juin 2019, L\u00e9vis, Canada.<\/li>\n\n\n\n<li>Co-pr\u00e9sidente Workshop: Machine Learning and Data Analytics for Africa, Juin 2018, Rabat,<\/li>\n\n\n\n<li>Maroc.<\/li>\n\n\n\n<li>Membre du comit\u00e9 d\u2019organisation de l\u2019IEEE International Conference on Intelligent Systems: Theories and Applications, Octobre, 2018.<\/li>\n\n\n\n<li>Co-pr\u00e9sidente Workshop: Supply Chain Management in Healthcare, Avril 2017, Rabat, Maroc.<\/li>\n\n\n\n<li>Co-pr\u00e9sidente comit\u00e9 technique: 7th International Conference on Industrial Engineering and Operations Management, IEOM17, Avril 2017.<\/li>\n\n\n\n<li>Co-pr\u00e9sidente Workshop: The Big Data &#8211; Challenges and Applications, F\u00e9vrier 2014, London, UK.<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"c-tab-content__item\" data-tabs=\"content\"><div class=\"c-tab-content\">\n    <p><strong>Premier cycle :<\/strong><\/p>\n    <ul>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">ACG10014<\/a> Analyse et pr\u00e9sentation de cas en gestion<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">MQT10014<\/a> M\u00e9thodes statistiques en gestion<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">PRO31017<\/a> \u00ab Lean management \u00bb et am\u00e9lioration continue<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">SEG41020<\/a> Stage I<\/li>\n            <\/ul>\n    <p><strong>Deuxi\u00e8me cycle :<\/strong><\/p>\n    <ul>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">ADM60324<\/a> Gouvernance et gestion des projets d\u2019IA<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">ADM61324<\/a> L\u2019IA pour la gestion des op\u00e9rations<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">ING74922<\/a> Lectures dirig\u00e9es<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">ING75922<\/a> Conduite de projet de recherche<\/li>\n            <\/ul>\n    <p><strong>Troisi\u00e8me cycle :<\/strong><\/p>\n    <ul>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">GRM94006<\/a> Examen de synth\u00e8se<\/li>\n                    <li><a target=\"_blank\" href=\"\" rel=\"noopener noreferrer\" class=\"no-barba\" aria-label=\"Ouvre dans une nouvelle fen\u00eatre\" tabindex=\"0\">OCE93525<\/a> S\u00e9minaire I<\/li>\n            <\/ul>\n<\/div><\/div>\n<\/div><\/div><\/div>\n<\/div><\/div><\/section>\n","protected":false},"featured_media":26020,"template":"","departement_personnes":[262],"class_list":["post-18613","personnes","type-personnes","status-publish","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/personnes\/18613","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/personnes"}],"about":[{"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/types\/personnes"}],"version-history":[{"count":6,"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/personnes\/18613\/revisions"}],"predecessor-version":[{"id":53293,"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/personnes\/18613\/revisions\/53293"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/media\/26020"}],"wp:attachment":[{"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/media?parent=18613"}],"wp:term":[{"taxonomy":"departement_personnes","embeddable":true,"href":"https:\/\/www.uqar.ca\/en\/wp-json\/wp\/v2\/departement_personnes?post=18613"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}