{"id":30730,"date":"2024-01-12T12:05:10","date_gmt":"2024-01-12T11:05:10","guid":{"rendered":"https:\/\/kinit.sk\/phd-themes-2024-scientific-machine-learning-2\/"},"modified":"2024-01-15T14:11:39","modified_gmt":"2024-01-15T13:11:39","slug":"phd-temy-2024-strojove-ucenie-zohladnujuce-domenovo-specificke-vedecke-poznatky-2","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/phd-temy-2024-strojove-ucenie-zohladnujuce-domenovo-specificke-vedecke-poznatky-2\/","title":{"rendered":"PhD T\u00e9my 2024: Strojov\u00e9 u\u010denie zoh\u013ead\u0148uj\u00face dom\u00e9novo \u0161pecifick\u00e9 vedeck\u00e9 poznatky"},"content":{"rendered":"<div id=\"\" class=\"element core-paragraph\">\n<p><strong>\u0160kolite\u013e:<\/strong> <a href=\"https:\/\/kinit.sk\/member\/viera-rozinajova\/\">Viera Rozinajov\u00e1<\/a> (UIFS \u00dastav informa\u010dn\u00edch syst\u00e9m\u016f, KInIT)<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Po desa\u0165ro\u010dia bolo spr\u00e1vanie syst\u00e9mov vo fyzickom svete modelovan\u00e9 numerick\u00fdmi modelmi zalo\u017een\u00fdmi na rozsiahlych vedeck\u00fdch poznatkoch o z\u00e1kladn\u00fdch pr\u00edrodn\u00fdch z\u00e1konoch. Rast\u00face schopnosti algoritmov strojov\u00e9ho u\u010denia v\u0161ak za\u010d\u00ednaj\u00fa tieto zau\u017e\u00edvan\u00e9 postupy meni\u0165. Pri pou\u017eit\u00ed dostato\u010dne ve\u013ek\u00fdch datasetov s\u00fa tieto algoritmy schopn\u00e9 objavi\u0165 opakuj\u00face sa vzory v d\u00e1tach.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Modely strojov\u00e9ho u\u010denia maj\u00fa v\u0161ak zvy\u010dajne slab\u00fa interpretovate\u013enos\u0165 a potrebuj\u00fa ve\u013ek\u00e9 datasety na tr\u00e9novanie, \u010do m\u00f4\u017ee by\u0165 v mnoh\u00fdch oblastiach probl\u00e9m. Tieto nev\u00fdhody sa sna\u017e\u00ed odstr\u00e1ni\u0165 \u201cstrojov\u00e9 u\u010denie zoh\u013ead\u0148uj\u00face dom\u00e9novo \u0161pecifick\u00e9 vedeck\u00e9 poznatky\u201d (Scientific Machine Learning &#8211; SciML) \u2013 rozv\u00edjaj\u00faca sa discipl\u00edna v r\u00e1mci komunity d\u00e1tov\u00fdch vedcov. Ide o snahu zahrn\u00fa\u0165 vedeck\u00e9 poznatky z danej oblasti do procesu u\u010denia. Cie\u013eom SciML je vyvin\u00fa\u0165 nov\u00e9 met\u00f3dy pre \u0161k\u00e1lovate\u013en\u00e9, robustn\u00e9, interpretovate\u013en\u00e9 a spo\u013eahliv\u00e9 u\u010denie.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Neur\u00f3nov\u00e9 siete zoh\u013ead\u0148uj\u00face fyzik\u00e1lne poznatky s\u00fa s\u00fa\u010das\u0165ou SciML u\u010denia, kde do modelu zah\u0155\u0148ame fyzik\u00e1lne obmedzenia prostredn\u00edctvom vhodn\u00fdch \u00fa\u010delov\u00fdch funkci\u00ed alebo \u00faprav architekt\u00fary modelu. Prostredn\u00edctvom tohto pr\u00edstupu m\u00f4\u017eeme vytv\u00e1ra\u0165 modely neur\u00f3nov\u00fdch siet\u00ed, ktor\u00e9 s\u00fa fyzik\u00e1lne konzistentn\u00e9, efekt\u00edvne a d\u00f4veryhodn\u00e9.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Cie\u013eom v\u00fdskumu je presk\u00fama\u0165, ako za\u010dleni\u0165 vedeck\u00e9 poznatky do modelov strojov\u00e9ho u\u010denia vytv\u00e1ran\u00edm hybridn\u00fdch modelov zalo\u017een\u00fdch na SciML princ\u00edpoch, ktor\u00e9 obsahuj\u00fa komponenty zalo\u017een\u00e9 na d\u00e1tach aj na znalostiach z dom\u00e9ny. V\u00fdskum je mo\u017en\u00e9 orientova\u0165 aj na kombin\u00e1ciu SciML a transfer learning (ktor\u00e9 op\u00e4tovne vyu\u017e\u00edva vopred natr\u00e9novan\u00fd model na rie\u0161enie nov\u00e9ho podobn\u00e9ho probl\u00e9mu) &#8211; cie\u013eom takejto kombin\u00e1cie je vyu\u017ei\u0165 v\u00fdhody oboch pr\u00edstupov.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>SciML je mo\u017en\u00e9 aplikova\u0165 v mnoh\u00fdch dom\u00e9nach \u2013 zameriavame sa najm\u00e4 na energetiku (napr. podporu \u0161ir\u0161ieho zavedenia obnovite\u013en\u00fdch zdrojov) alebo geovedy (s d\u00f4razom na pozit\u00edvny vplyv na \u017eivotn\u00e9 prostredie, zlep\u0161uj\u00faci odolnos\u0165 vo\u010di zmene kl\u00edmy), ale v\u00fdsledky v\u00fdskumu je mo\u017en\u00e9 aplikova\u0165 v \u013eubovo\u013enej inej oblasti.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>S\u00favisiace publik\u00e1cie:&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><div id=\"\" class=\"element core-list-item\">\n<li>Kloska, M., Rozinajova, V., Grmanova, G. Expert Enhanced Dynamic Time Warping Based Anomaly Detection. Expert Systems with Applications (2023) <a href=\"https:\/\/arxiv.org\/pdf\/2310.02280.pdf\">https:\/\/arxiv.org\/pdf\/2310.02280.pdf<\/a><\/li>\n<\/div>\n\n<div id=\"\" class=\"element core-list-item\">\n<li>Pavlik, P., Rozinajova, V., Bou Ezzeddine, A. Radar-Based Volumetric Precipitation Nowcasting: A 3D Convolutional Neural Network with UNet Architecture. Workshop on Complex Data Challenges in Earth Observation 2022 at CAI-ECAI (2022) <a href=\"https:\/\/ceur-ws.org\/Vol-3207\/paper10.pdf\">https:\/\/ceur-ws.org\/Vol-3207\/paper10.pdf<\/a><\/li>\n<\/div><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V\u00fdskum bude doktorand vykon\u00e1va\u0165 v r\u00e1mci Kempelenovho in\u0161tit\u00fatu inteligentn\u00fdch technol\u00f3gi\u00ed (KInIT, <a href=\"https:\/\/kinit.sk\/\">https:\/\/kinit.sk<\/a>) v Bratislave pod veden\u00edm v\u00fdskumn\u00edkov zo svetovo uzn\u00e1van\u00fdch v\u00fdskumn\u00fdch skup\u00edn. Predpoklad\u00e1 sa kombinovan\u00e1 (extern\u00e1) forma \u0161t\u00fadia a pracovn\u00fd pomer na pln\u00fd \u00fav\u00e4zok v KInIT.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/education-training\/doctoral-studies\/phd-kinit-expression-of-interest-form\/\"><em>Apply now<\/em><\/a><\/div>\n<\/div>\n\n<div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/education-training\/doctoral-studies\/\"><em>Learn more about PhD at KInIT<\/em><\/a><\/div>\n<\/div><\/div>\n<\/div>\n\n<div id=\"supervising-team\" class=\"element acf-mentors-popup\">\n<section id=\"supervising-team\" class=\"block-mentors mentors-popup \" >\n\t<div class=\"wrapper-out\">\n\t\t<div class=\"wrapper-in\">\n\t\t\t<div class=\"in cf\">\n\t\t\t\t<div class=\"element-inner\">\n\t\t\t\t\t<div class=\"headline\"><h2>T\u00edm \u0161kolite\u013eov<\/h2><\/div>                    <div class=\"mentors-wrap\">\n                        \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                                <div class=\"mentor\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/ezzeddine-1_51330193439_o-255x341.jpg\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                \t\t\t\t\t\t\t\t\t\t<span class=\"title\">Anna Bou Ezzeddine<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Senior researcher, KInIT<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"more\">Viac info<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n                                    <div class=\"mentor-popup\">\n                                        <div class=\"flex\">\n                                            <div class=\"inner\">\n                                                <a href=\"#\" class=\"close\">Close<\/a>\n                                                 \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/ezzeddine-1_51330193439_o-255x341.jpg\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                                                                <span class=\"title\">Anna Bou Ezzeddine<\/span>                                                <span class=\"position\">Senior researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>Anna Bou Ezzeddine is an expert researcher at KInIT focusing on artificial intelligence, machine learning and probabilistic modeling.&nbsp; She has rich experience in nature-inspired computing. In particular, she used nature-inspired computing to help develop a forecasting system that could predict a country\u2019s macroeconomic development. Before her employment at KInIT, she worked in the Faculty of Informatics and Information Technologies at the Slovak University of Technology in Bratislava as an associate professor, where she supervised more than 80 successful Bachelor\u2019s and Master\u2019s theses.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\" href=\"https:\/\/kinit.sk\/member\/anna-bou-ezzeddine\/\">Profile<\/a><\/div>\n<\/div><\/div>\n<\/div>                                            <\/div>                                         \n                                        <\/div>                                      \n                                    <\/div>\n                                    \n                                <\/div>\t\t\n                                <div class=\"overlay-mentor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                                <div class=\"mentor\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/02\/Viera_Rozinajova-1-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                \t\t\t\t\t\t\t\t\t\t<span class=\"title\">Viera Rozinajov\u00e1<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Lead researcher, KInIT<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"more\">Viac info<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n                                    <div class=\"mentor-popup\">\n                                        <div class=\"flex\">\n                                            <div class=\"inner\">\n                                                <a href=\"#\" class=\"close\">Close<\/a>\n                                                 \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/02\/Viera_Rozinajova-1-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                                                                <span class=\"title\">Viera Rozinajov\u00e1<\/span>                                                <span class=\"position\">Lead researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>Viera Rozinajov\u00e1 is an expert researcher at KInIT. She is focusing on intelligent data analysis, particularly predictive modeling, cluster analysis, anomaly detection and optimization. Before her employment at KInIT, she worked as an associate professor at the Faculty of Informatics and Information Technologies at the Slovak University of Technology in Bratislava, where she headed up the Big Data Analysis group. She has authored\/co-authored more than 70 publications in scientific journals and conferences and has participated in more than 25 national and international research projects and has led several of them.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/member\/viera-rozinajova\/\">Profile<\/a><\/div>\n<\/div><\/div>\n<\/div>                                            <\/div>                                         \n                                        <\/div>                                      \n                                    <\/div>\n                                    \n                                <\/div>\t\t\n                                <div class=\"overlay-mentor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n                                <div class=\"mentor\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/grmanova-web-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                \t\t\t\t\t\t\t\t\t\t<span class=\"title\">Gabriela Grmanov\u00e1<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"position\">Senior researcher, KInIT<\/span>\t\t\t\t\t\t\t\t\t\t<span class=\"more\">Viac info<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n                                    <div class=\"mentor-popup\">\n                                        <div class=\"flex\">\n                                            <div class=\"inner\">\n                                                <a href=\"#\" class=\"close\">Close<\/a>\n                                                 \n                                                    <div class=\"picture\">\n                                                        <img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2021\/10\/grmanova-web-255x341.png\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" class=\"lazyload\" style=\"--smush-placeholder-width: 255px; --smush-placeholder-aspect-ratio: 255\/341;\">\n                                                                                                            <\/div>\n                                                                                                <span class=\"title\">Gabriela Grmanov\u00e1<\/span>                                                <span class=\"position\">Senior researcher, KInIT<\/span>                                                <div id=\"\" class=\"element core-paragraph\">\n<p>Gabriela is a senior researcher focusing on artificial intelligence, machine learning, data mining and probabilistic modeling. She has applied her research to energy production and consumption forecasting, microgrid optimization and flow cytometry data analysis.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-buttons\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\"><div id=\"\" class=\"element core-button\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/kinit.sk\/sk\/clen\/gabriela-grmanova\/\">Profile<\/a><\/div>\n<\/div><\/div>\n<\/div>                                            <\/div>                                         \n                                        <\/div>                                      \n                                    <\/div>\n                                    \n                                <\/div>\t\t\n                                <div class=\"overlay-mentor\"><\/div>\n\t\t\t\t\t\t                    <\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section> \n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u0160kolite\u013e: Viera Rozinajov\u00e1 (UIFS \u00dastav informa\u010dn\u00edch syst\u00e9m\u016f, KInIT) Po desa\u0165ro\u010dia bolo spr\u00e1vanie syst\u00e9mov vo fyzickom svete modelovan\u00e9 numerick\u00fdmi modelmi zalo\u017een\u00fdmi na rozsiahlych vedeck\u00fdch poznatkoch o z\u00e1kladn\u00fdch pr\u00edrodn\u00fdch z\u00e1konoch. Rast\u00face schopnosti&#8230;<\/p>\n","protected":false},"author":26,"featured_media":30625,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[67],"tags":[116,374],"class_list":["post-30730","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-sk","tag-phd-sk","tag-phd-at-kinit-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>PhD T\u00e9my 2024: Strojov\u00e9 u\u010denie zoh\u013ead\u0148uj\u00face dom\u00e9novo \u0161pecifick\u00e9 vedeck\u00e9 poznatky - KInIT<\/title>\n<meta name=\"description\" content=\"Po desa\u0165ro\u010dia bolo spr\u00e1vanie syst\u00e9mov vo fyzickom svete modelovan\u00e9 numerick\u00fdmi modelmi zalo\u017een\u00fdmi na rozsiahlych vedeck\u00fdch poznatkoch o z\u00e1kladn\u00fdch pr\u00edrodn\u00fdch z\u00e1konoch. Rast\u00face schopnosti algoritmov strojov\u00e9ho u\u010denia v\u0161ak za\u010d\u00ednaj\u00fa tieto zau\u017e\u00edvan\u00e9 postupy meni\u0165. Pri pou\u017eit\u00ed dostato\u010dne ve\u013ek\u00fdch datasetov s\u00fa tieto algoritmy schopn\u00e9 objavi\u0165 opakuj\u00face sa vzory v d\u00e1tach.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/phd-temy-2024-strojove-ucenie-zohladnujuce-domenovo-specificke-vedecke-poznatky-2\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"PhD T\u00e9my 2024: Strojov\u00e9 u\u010denie zoh\u013ead\u0148uj\u00face dom\u00e9novo \u0161pecifick\u00e9 vedeck\u00e9 poznatky - KInIT\" \/>\n<meta property=\"og:description\" content=\"Po desa\u0165ro\u010dia bolo spr\u00e1vanie syst\u00e9mov vo fyzickom svete modelovan\u00e9 numerick\u00fdmi modelmi zalo\u017een\u00fdmi na rozsiahlych vedeck\u00fdch poznatkoch o z\u00e1kladn\u00fdch pr\u00edrodn\u00fdch z\u00e1konoch. 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