{"id":1981,"date":"2021-10-22T17:39:00","date_gmt":"2021-10-22T15:39:00","guid":{"rendered":"https:\/\/dbdmg.polito.it\/dbdmg_web\/?page_id=1981"},"modified":"2022-09-22T09:22:53","modified_gmt":"2022-09-22T07:22:53","slug":"simone-monaco","status":"publish","type":"page","link":"https:\/\/dbdmg.polito.it\/dbdmg_web\/people\/simone-monaco\/","title":{"rendered":"Simone Monaco"},"content":{"rendered":"<div class=\"eplus-Ygtp4D wp-block-group alignfull eplus-wrapper eplus-styles-uid-8c39f7\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><div class=\"eplus-oDvmyg wp-block-columns eplus-wrapper is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex eplus-styles-uid-6edbaf\">\n<div class=\"eplus-XozJ8l wp-block-column eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\"><h3 class=\"eplus-BiXZwC eplus-wrapper wp-block-heading eplus-styles-uid-8fa9b5\" id=\"simone-monaco-phd-student\">Simone Monaco, PhD Student<\/h3>\n\n\n<p class=\"eplus-1afszQ eplus-wrapper wp-block-paragraph\">Simone is a PhD student at the Department of Control and Computer Engineering. He obtained the Master\u2019s degree jointly at Politecnico di Torino and Universit\u00e9 Paris-Saclay (Paris Sud) on Physics of Complex Systems. He is currently working on Graph and Convolutional neural network applications to different domains. His research interest relates to theory-based machine learning strategies, i.e. the integration of data-agnostic prior knowledge to deep learning models to enhance their predictions.<\/p>\n\n\n<h5 class=\"eplus-9CcNYb eplus-wrapper wp-block-heading eplus-styles-uid-8fa9b5\" id=\"research-interests\">Research Interests<\/h5>\n\n<ul class=\"eplus-p5Ywfl eplus-wrapper wp-block-list eplus-styles-uid-6fe74d\"><li>Graph Neural Networks<\/li><li>Theory-based machine learning<\/li><li>Knowledge graph embedding<\/li><\/ul>\n\n\n<ul class=\"eplus-jL9nqf is-style-default wp-block-social-links eplus-wrapper is-layout-flex wp-block-social-links-is-layout-flex\">\n\n<li class=\"wp-social-link wp-social-link-mail eplus-X2PNmt wp-block-social-link\"><a href=\"mailto:simone.monaco@polito.it\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19,5H5c-1.1,0-2,.9-2,2v10c0,1.1.9,2,2,2h14c1.1,0,2-.9,2-2V7c0-1.1-.9-2-2-2zm.5,12c0,.3-.2.5-.5.5H5c-.3,0-.5-.2-.5-.5V9.8l7.5,5.6,7.5-5.6V17zm0-9.1L12,13.6,4.5,7.9V7c0-.3.2-.5.5-.5h14c.3,0,.5.2.5.5v.9z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">Email<\/span><\/a><\/li>\n\n<li class=\"wp-social-link wp-social-link-linkedin eplus-d8pk4G wp-block-social-link\"><a href=\"https:\/\/www.linkedin.com\/in\/simone7monaco\/\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M19.7,3H4.3C3.582,3,3,3.582,3,4.3v15.4C3,20.418,3.582,21,4.3,21h15.4c0.718,0,1.3-0.582,1.3-1.3V4.3 C21,3.582,20.418,3,19.7,3z M8.339,18.338H5.667v-8.59h2.672V18.338z M7.004,8.574c-0.857,0-1.549-0.694-1.549-1.548 c0-0.855,0.691-1.548,1.549-1.548c0.854,0,1.547,0.694,1.547,1.548C8.551,7.881,7.858,8.574,7.004,8.574z M18.339,18.338h-2.669 v-4.177c0-0.996-0.017-2.278-1.387-2.278c-1.389,0-1.601,1.086-1.601,2.206v4.249h-2.667v-8.59h2.559v1.174h0.037 c0.356-0.675,1.227-1.387,2.526-1.387c2.703,0,3.203,1.779,3.203,4.092V18.338z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">LinkedIn<\/span><\/a><\/li>\n\n\n\n<li class=\"wp-social-link wp-social-link-github eplus-SAqNQD wp-block-social-link\"><a href=\"https:\/\/github.com\/simone7monaco\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewbox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M12,2C6.477,2,2,6.477,2,12c0,4.419,2.865,8.166,6.839,9.489c0.5,0.09,0.682-0.218,0.682-0.484 c0-0.236-0.009-0.866-0.014-1.699c-2.782,0.602-3.369-1.34-3.369-1.34c-0.455-1.157-1.11-1.465-1.11-1.465 c-0.909-0.62,0.069-0.608,0.069-0.608c1.004,0.071,1.532,1.03,1.532,1.03c0.891,1.529,2.341,1.089,2.91,0.833 c0.091-0.647,0.349-1.086,0.635-1.337c-2.22-0.251-4.555-1.111-4.555-4.943c0-1.091,0.39-1.984,1.03-2.682 C6.546,8.54,6.202,7.524,6.746,6.148c0,0,0.84-0.269,2.75,1.025C10.295,6.95,11.15,6.84,12,6.836 c0.85,0.004,1.705,0.114,2.504,0.336c1.909-1.294,2.748-1.025,2.748-1.025c0.546,1.376,0.202,2.394,0.1,2.646 c0.64,0.699,1.026,1.591,1.026,2.682c0,3.841-2.337,4.687-4.565,4.935c0.359,0.307,0.679,0.917,0.679,1.852 c0,1.335-0.012,2.415-0.012,2.741c0,0.269,0.18,0.579,0.688,0.481C19.138,20.161,22,16.416,22,12C22,6.477,17.523,2,12,2z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">GitHub<\/span><\/a><\/li>\n\n<\/ul>\n<\/div>\n\n\n\n<div class=\"eplus-wZsUwf wp-block-column is-vertically-aligned-center eplus-wrapper is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<div class=\"eplus-l8GEC0 wp-block-group eplus-wrapper\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<figure class=\"is-style-rounded eplus-c7hFnc wp-block-image eplus-wrapper\"><img decoding=\"async\" src=\"http:\/\/dbdmg.polito.it\/dbdmg_web\/wp-content\/uploads\/2021\/10\/IMG_7244-1.jpg\" alt=\"\" class=\"wp-image-30880\"><\/figure>\n\n\n\n<p class=\"eplus-ukCP5B eplus-wrapper wp-block-paragraph\"><\/p>\n<\/div><\/div>\n<\/div>\n<\/div><\/div><\/div>\n\n\n<div class=\"wp-block-ep-tabs ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae\"><div class=\"ep_tabs_root ep_tabs_top\" data-autoplay=\"false\" data-delay=\"1000\"><div class=\"ep_tabs_header \"><a href=\"#ep_tab_wrapper__e44f1536-128b-4c21-b52c-180a34d30dc8\" class=\"ep_label_main\"><span class=\"ep_label\">Publications<\/span><\/a><a href=\"#ep_tab_wrapper__146b7fc5-522a-4424-ae5f-9cc9e00e0b3b\" class=\"ep_label_main\"><span class=\"ep_label\">Scholarly services<\/span><\/a><\/div><div class=\"ep_tabs_wrapper undefined\">\n<div id=\"ep_tab_wrapper__e44f1536-128b-4c21-b52c-180a34d30dc8\" class=\"ep_tab_item_wrapper ep_tab_wrapper__e44f1536-128b-4c21-b52c-180a34d30dc8 undefined\">\n<h3 class=\"eplus-GghbKJ eplus-wrapper wp-block-heading\" id=\"scientific-publications\">Scientific publications<\/h3>\n\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-a360a6\"><li><a href=\"https:\/\/scholar.google.it\/citations?view_op=view_citation&amp;hl=it&amp;user=-Hu1evkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=-Hu1evkAAAAJ:0EnyYjriUFMC\">Theory-Guided Deep Learning Algorithms: An Experimental Evaluation<\/a><\/li><\/ul>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-5ee7f2 wp-block-paragraph\">S Monaco, D Apiletti, G Malnati <\/p>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-5ee7f2 wp-block-paragraph\">Electronics 11 (18), 2850<\/p>\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-678453\"><li><a href=\"https:\/\/scholar.google.it\/citations?view_op=view_citation&amp;hl=it&amp;user=-Hu1evkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=-Hu1evkAAAAJ:hqOjcs7Dif8C\">Experimental Comparison of Theory-Guided Deep Learning Algorithms<\/a><\/li><\/ul>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-5ee7f2 wp-block-paragraph\">S Monaco, D Apiletti <\/p>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-5ee7f2 wp-block-paragraph\">European Conference on Advances in Databases and Information Systems, 256-265<\/p>\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-6a9128\"><li><a href=\"https:\/\/scholar.google.it\/citations?view_op=view_citation&amp;hl=it&amp;user=-Hu1evkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=-Hu1evkAAAAJ:roLk4NBRz8UC\">Cyst segmentation on kidney tubules by means of U-Net deep-learning models<\/a><\/li><\/ul>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-5ee7f2 wp-block-paragraph\">S Monaco, N Bussola, S Butto, D Sona, D Apiletti, G Jurman, E Viola, &#8230; <br>2021 IEEE International Conference on Big Data (Big Data), 3923-3926<\/p>\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-901a1f\"><li><a href=\"https:\/\/scholar.google.it\/citations?view_op=view_citation&amp;hl=it&amp;user=-Hu1evkAAAAJ&amp;sortby=pubdate&amp;citation_for_view=-Hu1evkAAAAJ:eQOLeE2rZwMC\">Attention to Fires: Multi-Channel Deep Learning Models for Wildfire Severity Prediction<\/a><\/li><\/ul>\n\n<p class=\"has-small-font-size eplus-wrapper eplus-styles-uid-36f8f5 wp-block-paragraph\">S Monaco, S Greco, A Farasin, L Colomba, D Apiletti, P Garza, &#8230; <br>\nApplied Sciences 11 (22), 11060<\/p>\n\n\n<p class=\"eplus-3H0Cpm eplus-wrapper wp-block-paragraph\">A complete list of publications can be found&nbsp;<a href=\"https:\/\/scholar.google.it\/citations?user=-Hu1evkAAAAJ&amp;hl=it\">here<\/a>.<\/p>\n<\/div>\n\n\n\n<div id=\"ep_tab_wrapper__146b7fc5-522a-4424-ae5f-9cc9e00e0b3b\" class=\"ep_tab_item_wrapper ep_tab_wrapper__146b7fc5-522a-4424-ae5f-9cc9e00e0b3b undefined\">\n<h3 class=\"eplus-wrapper wp-block-heading\" id=\"bachelor-of-science\">Bachelor of Science<\/h3>\n\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-f2cfab\"><li><a href=\"https:\/\/didattica.polito.it\/pls\/portal30\/sviluppo.guide.visualizza?p_cod_ins=01RKWLM&amp;p_a_acc=2022&amp;p_lang=EN\">Introduction to databases<\/a>. A.A. 2021\/22, Ingegneria informatica (computer engineering).\u00a0<em>Teaching assistant<\/em><strong><abbr title=\"European Credit Transfer System\"><abbr title=\"Sustainable Development Goals\"><\/abbr><\/abbr><\/strong><\/li><\/ul>\n\n\n<h3 class=\"eplus-wrapper wp-block-heading\" id=\"master-of-science\">Master of Science<\/h3>\n\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-ba92cf\"><li><a href=\"https:\/\/didattica.polito.it\/pls\/portal30\/sviluppo.guide.visualizza?p_cod_ins=01TXASM&amp;p_a_acc=2022&amp;p_lang=EN\">Data management and visualization<\/a>. A.A. 2021\/22, Data science and engineering.\u00a0<em>Teaching assistant<\/em><\/li><\/ul>\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-b87335\"><li><a href=\"https:\/\/didattica.polito.it\/pls\/portal30\/sviluppo.guide.visualizza?p_cod_ins=01TXASM&amp;p_a_acc=2022&amp;p_lang=EN\">Data management and visualization<\/a>. A.A. 2022\/23, Data science and engineering.\u00a0<em>Teaching assistant<\/em><\/li><\/ul>\n\n<ul class=\"eplus-wrapper wp-block-list eplus-styles-uid-4b61c3\"><li>Big data: architectures and data analytics. A.A. 2022\/23, Computer engineering.\u00a0<em>Teaching assistant<\/em><\/li><\/ul><\/div>\n<\/div><style>.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tabs_header {\n                \n                flex-basis: 15% ;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tabs_root {\n                \n                gap: 0px ;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_label {\n                \n                color: #1e1e1e;\nfont-size: 17px ;\n            }\n            \n\n        \n\n         \n\n        \n        \n      .eplus_styles  .ep_label_main:hover .ep_label {\n        color: #ffffff;\n      }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_sub_label {\n                \n                color: #1e1e1e;\nfont-size: 15px ;\n            }\n            \n\n        \n\n         \n\n        \n        \n      .eplus_styles  .ep_label_main:hover .ep_sub_label {\n        color: #ffffff;\n      }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_active_tab .ep_label {\n                \n                color: #ffffff;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_active_tab .ep_sub_label {\n                \n                color: #ffffff;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_label_main {\n                \n                background-image: linear-gradient(#f0f0f0, #f0f0f0);\n            }\n            \n\n        \n\n         \n\n        \n            .eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_label_main:hover {\n                background-image: linear-gradient(#007cba, #007cba);\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_active_tab {\n                \n                background-image: linear-gradient(#007cba, #007cba);\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tab_item_wrapper {\n                \n                background-image: linear-gradient(#f0f0f0, #f0f0f0);\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_label_main {\n                \n                padding-top: 15px ;\npadding-right: 15px ;\npadding-bottom: 15px ;\npadding-left: 15px ;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tab_item_wrapper {\n                \n                padding-top: 15px ;\npadding-right: 15px ;\npadding-bottom: 15px ;\npadding-left: 15px ;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tabs_header {\n                \n                gap: 5px ;\n            }.eplus_styles .ep_tabs_wrapper__f9dc7a7f-1583-4edd-ac1f-33b967638dae .ep_tabs_header {\n                \n                justify-content: flex-start;\n            }<\/style><\/div><\/div>\n\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Simone Monaco, PhD Student Simone is a PhD student at the Department of Control and Computer Engineering. He obtained the Master\u2019s degree jointly at Politecnico di Torino and Universit\u00e9 Paris-Saclay (Paris Sud) on Physics of Complex Systems. He is currently working on Graph and Convolutional neural network applications to different &hellip;<\/p>\n","protected":false},"author":11,"featured_media":0,"parent":447,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"editor_plus_copied_stylings":"{}","footnotes":""},"class_list":["post-1981","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/1981","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/comments?post=1981"}],"version-history":[{"count":23,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/1981\/revisions"}],"predecessor-version":[{"id":5339,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/1981\/revisions\/5339"}],"up":[{"embeddable":true,"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/pages\/447"}],"wp:attachment":[{"href":"https:\/\/dbdmg.polito.it\/dbdmg_web\/wp-json\/wp\/v2\/media?parent=1981"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}