{"id":659224,"date":"2023-08-09T16:40:59","date_gmt":"2023-08-09T14:40:59","guid":{"rendered":"https:\/\/preprod.aivancity.ai\/blog\/amel-mhamdis-research-presented-at-the-14th-international-conference-on-computational-collective-intelligence\/"},"modified":"2026-10-16T11:52:34","modified_gmt":"2026-10-16T09:52:34","slug":"amel-mhamdis-research-presented-at-the-14th-international-conference-on-computational-collective-intelligence","status":"publish","type":"post","link":"https:\/\/preprod.aivancity.ai\/blog\/en\/amel-mhamdis-research-presented-at-the-14th-international-conference-on-computational-collective-intelligence\/","title":{"rendered":"Amel Mhamdi&#8217;s research presented at the 14th International Conference on Computational Collective Intelligence"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">His paper, \u201cApproximation of the factorization of the sparse semi-negative matrix for the classification of COVID-19 X-ray images,\u201d co-authored with researchers from the University of Tunisia, who are grappling with the health crisis, has been selected for the 14th International Conference on Computational Collective Intelligence, to be held in Hammamet, in Tunisia, from September 28 to 30.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Amel Mhamdi, a tenured professor at aivancity, is developing an analysis of the digital data generated by medical imaging\u2014which is widely used to help radiologists accurately diagnose COVID-19\u2014by proposing a new semi-NMF (non-negative matrix factorization) algorithm capable of identifying COVID-19 patients based on chest X-ray images.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This small team of researchers is proud to remain true to its mathematical approach and to continue working toward responsible AI.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-63375db1 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size has-small-font-size\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/preprod.aivancity.ai\/en\/knowledge\" target=\"_blank\" rel=\"noreferrer noopener\">Read more<\/a><\/div>\n<\/div>\n\n\n\n<p><style>\n.aiv5-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv5-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv5-cta:hover{background:#2f72c8 !important;}\n.aiv5-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv5-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  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src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2025-10\/vignette-pge-high.jpg\" alt=\"Programme Grande Ecole aivancity\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\">\n      <div class=\"aiv5-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n    <div class=\"aiv5-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n      <img decoding=\"async\" class=\"aiv5-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\">\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">Grande Ecole <span style=\"color:#3986e1;\">Program<\/span><br>AI &amp; Data Science<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">5 years to become an IAg\u00e9nieur\u00ae. A state-recognized degree conferring a Master&#8217;s degree \u2014 the first in France in the field of AI and data.<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv5-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>5 years \u2014 Bac+5<\/span>\n          <span class=\"aiv5-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>Post-bac to Bac+4<\/span>\n          <span class=\"aiv5-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>Available through Parcoursup<\/span>\n          <span class=\"aiv5-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"><\/path><circle cx=\"12\" cy=\"9\" r=\"2.5\"><\/circle><\/svg>Paris-Villejuif campus<\/span>\n        <\/div>\n      <\/div>\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv5-cta\" href=\"https:\/\/aivancity.ai\/en\/program\/programme-grande-ecole\/presentation\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          Explore the program \u2192\n        <\/a>\n        <span class=\"aiv5-badge-hide aiv5-badge-inner\">\n          <span class=\"aiv5-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">State-recognized degree \u2014 Master&#8217;s degree<\/span>\n        <\/span>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>His paper, \u201cApproximation of the factorization of the sparse semi-negative matrix for the classification of COVID-19 X-ray images,\u201d co-authored with researchers from the University of Tunisia, who are grappling with the health crisis, has been&#8230;<\/p>\n","protected":false},"author":9,"featured_media":225369,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[89],"tags":[],"class_list":["post-659224","post","type-post","status-publish","format-standard","has-post-thumbnail","category-articles-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - 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