{"id":24183,"date":"2024-09-24T15:17:33","date_gmt":"2024-09-24T13:17:33","guid":{"rendered":"https:\/\/www.itspy.cz\/thesis\/automaticka-datova-augmentacia-pre-predikciu-pd-z-hlasu\/"},"modified":"2024-09-24T15:17:33","modified_gmt":"2024-09-24T13:17:33","slug":"automaticka-datova-augmentacia-pre-predikciu-pd-z-hlasu","status":"publish","type":"thesis","link":"https:\/\/www.itspy.cz\/sk\/thesis\/automaticka-datova-augmentacia-pre-predikciu-pd-z-hlasu\/","title":{"rendered":"Automatick\u00e1 d\u00e1tov\u00e1 augment\u00e1cia pre predikciu PD z hlasu"},"content":{"rendered":"<p>Projekt prin\u00e1\u0161a inovat\u00edvne rie\u0161enie, ktor\u00e9 m\u00f4\u017ee z\u00e1sadne<br \/>\nzlep\u0161i\u0165 diagnostiku Parkinsonovej choroby na z\u00e1klade<br \/>\nanal\u00fdzy hlasu. Tento projekt sa zameriava na vytvorenie<br \/>\npokro\u010dil\u00fdch modelov neur\u00f3nov\u00fdch siet\u00ed, ktor\u00e9 dok\u00e1\u017eu<br \/>\nspo\u013eahlivo diagnostikova\u0165 t\u00fato chorobu bez oh\u013eadu na<br \/>\njazykov\u00e9 prostredie pacienta. Hlavnou v\u00fdzvou bolo<br \/>\nzabezpe\u010di\u0165, aby modely boli rovnako \u00fa\u010dinn\u00e9 pre r\u00f4zne<br \/>\njazyky. K\u013e\u00fa\u010dovou technikou bola d\u00e1tov\u00e1 augment\u00e1cia, ktor\u00e1<br \/>\nspo\u010d\u00edva v ,,obohaten\u00ed&#8220; zvukov\u00fdch vzoriek o r\u00f4zne vari\u00e1cie.<br \/>\nTieto upraven\u00e9 zvukov\u00e9 vzorky s\u00fa n\u00e1sledne preveden\u00e9 do<br \/>\nspektrogramov \u2013 obr\u00e1zkov, ktor\u00e9 reprezentuj\u00fa zvukov\u00e9 vlny.<br \/>\nV\u00fdsledkom je experiment\u00e1lne overen\u00e9 rie\u0161enie, ktor\u00e9 dok\u00e1\u017ee<br \/>\nautomaticky aplikova\u0165 r\u00f4zne augmenta\u010dn\u00e9 techniky, \u010di u\u017e<br \/>\nsamostatne, alebo naraz, a t\u00fdm zisti\u0165, ktor\u00e9 z nich funguj\u00fa<br \/>\nnajlep\u0161ie pre konkr\u00e9tne d\u00e1tov\u00e9 sady. Tento pr\u00edstup umo\u017e\u0148uje<br \/>\nvytvori\u0165 ove\u013ea robustnej\u0161\u00ed a presnej\u0161\u00ed diagnostick\u00fd model.<br \/>\nNavrhnut\u00e9 met\u00f3dy s\u00fa s\u013eubn\u00e9 nielen pre diagnostiku<br \/>\nParkinsonovej choroby, ale aj pre \u010fal\u0161ie \u00falohy spojen\u00e9 s<br \/>\nre\u010dovou anal\u00fdzou.<\/p>\n","protected":false},"featured_media":23548,"template":"","meta":{"_acf_changed":false,"_links_to":"","_links_to_target":""},"university":[182,180],"thesis-year":[391,407],"class_list":["post-24183","thesis","type-thesis","status-publish","has-post-thumbnail","hentry","thesis-year-391","thesis-year-2024-sk"],"acf":{"autor":"Martin Obrcian","portret":"","vedouci":"prof. Ing. Peter Drot\u00e1r PhD."},"_links":{"self":[{"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/thesis\/24183","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/thesis"}],"about":[{"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/types\/thesis"}],"version-history":[{"count":0,"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/thesis\/24183\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/media\/23548"}],"wp:attachment":[{"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/media?parent=24183"}],"wp:term":[{"taxonomy":"university","embeddable":true,"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/university?post=24183"},{"taxonomy":"thesis-year","embeddable":true,"href":"https:\/\/www.itspy.cz\/sk\/wp-json\/wp\/v2\/thesis-year?post=24183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}