{"id":27,"date":"2024-05-27T13:10:41","date_gmt":"2024-05-27T11:10:41","guid":{"rendered":"https:\/\/www.cartography.upol.cz\/infographics\/?page_id=27"},"modified":"2024-05-31T09:29:55","modified_gmt":"2024-05-31T07:29:55","slug":"metrics","status":"publish","type":"page","link":"https:\/\/www.cartography.upol.cz\/infographics\/metrics\/","title":{"rendered":"metrics"},"content":{"rendered":"<h1>\n<h5><strong>Pr\u00edpadov\u00e9 \u0161t\u00fadie vhodnosti metr\u00edk na identifik\u00e1ciu a hodnotenie infografiky<\/strong><\/h5>\n<\/h1>\n<hr>\n<div>\n<p>Aktu\u00e1lne neexistuj\u00fa \u017eiadne \u0161pecifick\u00e9 metriky ur\u010den\u00e9 na identifik\u00e1ciu infograf\u00edk v map\u00e1ch \u010di vy\u010d\u00edslovanie jej miery. Z pr\u00edstupov vyu\u017eit\u00fdch k hodnoteniu obrazov \u010di m\u00e1p boli vybran\u00e9 <em>Dotazn\u00edkov\u00e9 \u0161etrenie, Kvantitat\u00edvna anal\u00fdza obrazu, Vizu\u00e1lne zhrnutie a met\u00f3da Machine learning<\/em>. Uveden\u00e9 pr\u00edstupy s\u00fa zalo\u017een\u00e9 na odli\u0161n\u00fdch pr\u00edstupoch hodnotenia obrazu ne\u017e <a href=\"https:\/\/www.cartography.upol.cz\/infographics\/igv\/\">pon\u00faka IGV<\/a>, av\u0161ak m\u00f4\u017eu ho efekt\u00edvne dopl\u0148ova\u0165 a v\u00fdsledky m\u00f4\u017eu vstupova\u0165 do vz\u00e1jomn\u00e9ho porovnania.<\/p>\n<p>Pr\u00edpadov\u00e9 \u0161t\u00fadie prebehli na jednotnej vzorke <a href=\"https:\/\/iamkono.com\/research\/infographics\/igv\/igv-input\/\" title=\"IGV vzorov\u00e9 obrazy\">32 obrazov.<\/a> Do testov tak vstupovala vzorka 16 m\u00e1p a\u00a016 infograf\u00edk. Ka\u017ed\u00fd z\u00a0vybran\u00fdch metrick\u00fdch pr\u00edstupov tak mohol by\u0165 jednotne porovnate\u013en\u00fd z\u00a0u\u017e preveden\u00fdmi testami s\u00a0IGV. Ka\u017ed\u00e1 mapa z\u00a0referen\u010dnej vzorky bola podroben\u00e1 hodnoteniu v\u0161etk\u00fdmi vybran\u00fdmi metrikami. V r\u00e1mci hodnotenia samotn\u00e9ho metrick\u00e9ho procesu bud\u00fa vo v\u00fdsledku porovnan\u00e9 aj v\u00fdsledky jednotliv\u00fdch metr\u00edk v\u00a0kontexte hodn\u00f4t, ktor\u00e9 generovala metrika <em>IGV.<\/em><\/p>\n<\/div>\n<hr>\n<div>\n<p><strong>Dotazn\u00edkov\u00e9 \u0161etrenie<\/strong> je n\u00e1stroj s potenci\u00e1lom na z\u00edskanie kvalitn\u00fdch inform\u00e1ci\u00ed, ktor\u00fd v\u0161ak<em><span> vy\u017eaduje presnej\u0161iu ucelen\u00fa presne definovan\u00fa skupinu ot\u00e1zok a\u00a0ve\u013ek\u00fa skupinu \u00fa\u010dastn\u00edkov testovania.<\/span><\/em><\/p>\n<p>Je pou\u017eite\u013en\u00e9 pre <em><span>vy\u010d\u00edslenie pr\u00edslu\u0161nosti obrazu k map\u00e1m \u010di infografik\u00e1m, av\u0161ak zber a anal\u00fdza d\u00e1t s\u00fa \u010dasovo n\u00e1ro\u010dn\u00e1, a jeho v\u00fdsledky s\u00fa ovplyvnen\u00e9 skupinou a po\u010dtom respondentov. <\/span><\/em><span>Praktick\u00fa vyu\u017eite\u013enos\u0165 n\u00e1jde predov\u0161etk\u00fdm ako podporn\u00fd v\u00fdskum k\u00a0exaktnej \u0161t\u00fadii.<\/span><\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"https:\/\/bit.ly\/mapa-nebo-infografika\">Pr\u00edklad dotazn\u00edku<\/a>\n    <\/li>\n<li>\n        <a href=\"https:\/\/flo.uri.sh\/visualisation\/17645502\/embed \">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<div>\n<p><strong>Kvantitat\u00edvna anal\u00fdza obsahu <\/strong>je met\u00f3da so subjekt\u00edvnymi v\u00fdstupmi, z\u00e1visl\u00e1 na odborn\u00fdch znalostiach a jasnom vysvetlen\u00ed k\u00f3dov, ktor\u00fdmi je hodnoten\u00fd obraz.<\/p>\n<p>Met\u00f3da preuk\u00e1zala obmedzen\u00fa pou\u017eite\u013enos\u0165 po vykonanom testovan\u00ed.<em><span> T\u00e1to metodol\u00f3gia a prisl\u00fachaj\u00face k\u00f3dy m\u00f4\u017eu sl\u00fa\u017ei\u0165 predov\u0161etk\u00fdm ako popisn\u00e1 metrika obrazu, ktor\u00e1 zhroma\u017e\u010fuje a sumarizuje charakteristiky dan\u00e9ho obrazu na z\u00e1klade ur\u010den\u00fdch k\u00f3dov.\u00a0<\/span><\/em><\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"https:\/\/flo.uri.sh\/visualisation\/17555374\/embed\">Pr\u00edklad protokolu<\/a>\n    <\/li>\n<li>\n        <a href=\"https:\/\/flo.uri.sh\/visualisation\/17554453\/embed\">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank-2.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<div>\n<p><strong>Vizu\u00e1lne zhrnutie <\/strong>je <em>jednoduch\u00fd a preh\u013eadn\u00fd sp\u00f4sob hodnotenia s potenci\u00e1lom ilustrat\u00edvneho zobrazenia obsahu obrazu <\/em>prostredn\u00edctvom nadefinovan\u00e9ho af\u00ednneho diagramu.<\/p>\n<p>Jej \u00fa\u010dinnos\u0165 je v\u00fdrazne ovplyvnen\u00e1 stanoven\u00fdmi dom\u00e9nami, ktor\u00e9 definuje hodnotite\u013e. <em>Bez d\u00f4kladnej optimaliz\u00e1cie a adekv\u00e1tneho nastavenia vstupn\u00fdch dom\u00e9n<\/em><em>a ich objekt\u00edvnej identifik\u00e1cie<\/em> v hodnoten\u00fdch obrazoch sa v\u0161ak t\u00e1to met\u00f3da st\u00e1va n\u00e1chylnou k vysok\u00e9mu stup\u0148u subjektivity zo strany autora<\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"\/infographics\/wp-content\/uploads\/2024\/05\/Kreslici-platno-1.png\">Pr\u00edklad af\u00ednneho diagramu<\/a>\n    <\/li>\n<li>\n        <a href=\"\/infographics\/wp-content\/uploads\/2024\/05\/visual_summary.png\">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank-3.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<div>\n<p><b>Machine learning <\/b>je met\u00f3da s vysok\u00fdm potenci\u00e1lom k hodnoten\u00ed obrazu, <em>ktor\u00e1 si vy\u017eaduje tr\u00e9ning na v\u00e4\u010d\u0161ej vzorke d\u00e1t a \u0161pecificky natr\u00e9novan\u00e9 neur\u00f3nov\u00e9 siete.<\/em><\/p>\n<p>V s\u00fa\u010dasnosti, <em>v\u00fdsledn\u00e9 podobnostn\u00e9 klastre a klasifik\u00e1cia s\u00fa formovan\u00e9 v\u00fdlu\u010dne na z\u00e1klade vizu\u00e1lnej podobnosti a nezoh\u013ead\u0148uj\u00fa \u010fal\u0161ie faktory. <\/em>Kombin\u00e1cia metriky s dotazn\u00edkom alebo \u010fal\u0161\u00edmi subjekt\u00edvne zameran\u00fdmi met\u00f3dami m\u00f4\u017ee prinies\u0165 lep\u0161ie v\u00fdsledky a\u00a0postupne vylep\u0161i\u0165 jej v\u00fdstupy.<\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"\/infographics\/wp-content\/uploads\/2024\/05\/test2.png\">Klasifika\u010dn\u00e9 workflow<\/a>\n    <\/li>\n<li>\n        <a href=\"\/infographics\/wp-content\/uploads\/2024\/05\/vysledek-zarazeni.png\">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank-3.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<div>\n<p><strong>IGV <\/strong>je z poh\u013eadu testovan\u00fdch metr\u00edk pova\u017eovan\u00e1 za <span><em>najobjekt\u00edvnej\u0161iu met\u00f3du, ktorej matematicky podlo\u017een\u00e9 v\u00fdpo\u010dty vytv\u00e1raj\u00fa d\u00f4veryhodn\u00e9 v\u00fdsledky<\/em>. <\/span><\/p>\n<p><span>Aj napriek zlo\u017eitosti a\u00a0\u010dasovej n\u00e1ro\u010dnosti potrebnej k\u00a0zberu parametrov, metrika IGV pon\u00faka mo\u017enosti sledovania trendov v\u00a0obraze a\u00a0kvantifik\u00e1ciou d\u00e1t, ktor\u00e1 je vhodn\u00e1 vo vedeckom v\u00fdskume t\u00fdkaj\u00faceho sa nielen infografiky v\u00a0kartografii.<\/span><\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"\/infographics\/igv\/\">Odkaz na popis metriky<\/a>\n    <\/li>\n<li>\n        <a href=\"https:\/\/flo.uri.sh\/story\/2303483\/embed#slide-0  \">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank-3.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<div>\n<p><strong>InfoMap <\/strong><em>reprezentuje pokro\u010dil\u00e9 rie\u0161enie pre exaktn\u00fa identifik\u00e1ciu infografiky v kartografii, ktor\u00e9 vyu\u017e\u00edva vizu\u00e1lne analytick\u00e9 n\u00e1stroje zalo\u017een\u00e9 na definovan\u00fdch matematick\u00fdch princ\u00edpoch odvoden\u00fdch z metriky IGV.<\/em><\/p>\n<p><span> N\u00e1stroj je optimalizovan\u00fd pre online pou\u017eitie v r\u00e1mci webov\u00e9ho prehliada\u010da. Po u\u017e\u00edvate\u013eskom ozna\u010den\u00ed vybran\u00fdch oblast\u00ed vykon\u00e1 automaticky v\u00fdpo\u010det a prezentuje v\u00fdsledky v grafickej podobe.<\/span><\/p>\n<\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"\/infographics\/infomap\/\">Odkaz na n\u00e1stroj<\/a>\n    <\/li>\n<li>\n        <a href=\"https:\/\/bit.ly\/infomap-extended\">Uk\u00e1\u017eka v\u00fdsledkov<\/a>\n    <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"\/infographics\/wp-content\/uploads\/2024\/05\/dotaznik_rank-1.png\" alt=\"Priemern\u00e1 zn\u00e1mka u\u017e\u00edvate\u013esk\u00e9ho testovania\"><\/p>\n<hr>\n<div>\n<p>    <iframe src='https:\/\/flo.uri.sh\/visualisation\/18055836\/embed' title='Interactive or visual content' class='flourish-embed-iframe' frameborder='0' scrolling='no' style='width:100%;height:600px;' sandbox='allow-same-origin allow-forms allow-scripts allow-downloads allow-popups allow-popups-to-escape-sandbox allow-top-navigation-by-user-activation'><\/iframe>\n<\/div>\n<hr>\n<div>\n<p>Okrem porovn\u00e1vania hodn\u00f4t samotn\u00fdch bolo preveden\u00e9 aj <strong>u\u017e\u00edvate\u013esk\u00e9 testovanie<\/strong>. Testovanie prebehlo formou think aloud met\u00f3dy, v\u00a0priebehu ktorej boli respondentom predstaven\u00e9 jednotliv\u00e9 metriky prostredn\u00edctvom n\u00e1zornej prezent\u00e1cie, nad ktorou bola rozvinut\u00e1 diskusia. Na z\u00e1ver testovania respondenti vyplnili kr\u00e1tky dotazn\u00edk, v\u00a0ktorom na z\u00e1klade svojej preferencie ohodnotili nasleduj\u00face, predom stanoven\u00e9 krit\u00e9ri\u00e1 pre ka\u017ed\u00fa z\u00a0uveden\u00fdch metr\u00edk:<\/p>\n<p><em>I.<\/em> <em>v\u00fdpo\u010detn\u00e1 n\u00e1ro\u010dnos\u0165 (ako zlo\u017eit\u00e9 je metriku navrhn\u00fa\u0165 a z\u00edska\u0165 vyu\u017eite\u013en\u00e9 v\u00fdsledky), <\/em><\/p>\n<p><em>II. softwarov\u00e1 n\u00e1ro\u010dnos\u0165 (ako ve\u013emi je \u0161pecifick\u00fd software nutn\u00fd), <\/em><\/p>\n<p><em>III. hardwarov\u00e1 n\u00e1ro\u010dnos\u0165 (ako n\u00e1ro\u010dn\u00e9 je metriku z\u00a0poh\u013eadu hardwaru vyu\u017ei\u0165), <\/em><\/p>\n<p><em>IV. \u010dasov\u00e1 n\u00e1ro\u010dnos\u0165 (ako ve\u013emi \u010dasovo je n\u00e1ro\u010dn\u00e9 z\u00a0metriky z\u00edska\u0165 v\u00fdsledky od jej n\u00e1vrhu a\u017e po pou\u017eite\u013en\u00e9 v\u00fdsledky), <\/em><\/p>\n<p><em>V. u\u017e\u00edvate\u013esk\u00e1 pr\u00edvetivos\u0165 (miera u\u017e\u00edvate\u013esk\u00e9ho komfortu pri vyu\u017eit\u00ed metriky z\u00a0poh\u013eadu hodnotite\u013ea), <\/em><\/p>\n<p><em>VI. miera automatiz\u00e1cie (ako ve\u013emi je metrika automatizovan\u00e1, resp. nako\u013eko vy\u017eaduje u\u017e\u00edvate\u013esk\u00fd z\u00e1sah), <\/em><\/p>\n<p><em>VII. forma a v\u00fdpovedn\u00e1 hodnota v\u00fdsledkov (ako ve\u013emi s\u00fa z\u00edskan\u00e9 v\u00fdsledky pochopite\u013en\u00e9 a\u00a0prakticky vyu\u017eite\u013en\u00e9). <\/em><\/p>\n<p>Ka\u017ed\u00e9 zo sledovan\u00fdch krit\u00e9ri\u00ed bude ohodnoten\u00e9 prostredn\u00edctvom stup\u0148ov 1\u20135, kde uveden\u00e9 hodnoty odpovedaj\u00fa: <em>1=n\u00edzka<\/em>; <em>2=sk\u00f4r ni\u017e\u0161ia<\/em>; <em>3=stredn\u00e1; 4=sk\u00f4r vy\u0161\u0161ia<\/em>; <em>5=vysok\u00e1<\/em>.<\/p>\n<p>V\u00fdsledky hodnotenia zobrazuje vizualiz\u00e1cia ni\u017e\u0161ie.<\/p>\n<\/div>\n<hr>\n<div>\n<p>    <iframe src='https:\/\/flo.uri.sh\/visualisation\/18157164\/embed' title='Interactive or visual content' class='flourish-embed-iframe' frameborder='0' scrolling='no' style='width:100%;height:600px;' sandbox='allow-same-origin allow-forms allow-scripts allow-downloads allow-popups allow-popups-to-escape-sandbox allow-top-navigation-by-user-activation'><\/iframe><\/p>\n<div style='width:100%!;margin-top:4px!important;text-align:right!important;'><a class='flourish-credit' href='https:\/\/public.flourish.studio\/visualisation\/17505331\/?utm_source=embed&#038;utm_campaign=visualisation\/17505331' target='_top' style='text-decoration:none!important'><\/a><\/div>\n<\/div>\n<hr>\n<div>\n<p><strong>\u010fal\u0161ie \u010dasti pr\u00e1ce<\/strong><\/p>\n<\/div>\n<ul>\n<li>\n        <a href=\"\/infographics\/research\/\">Infografika<\/a>\n    <\/li>\n<li>\n        <a href=\"\/infographics\/visual-analysis\/\">Vizu\u00e1lna anal\u00fdza<\/a>\n    <\/li>\n<li>\n        <a href=\"\/infographics\/igv\/\">metrika IGV<\/a>\n    <\/li>\n<li>\n        <a href=\"\/infographics\/infomap\/\">n\u00e1stroj infomap<\/a>\n    <\/li>\n<li>\n        <a href=\"https:\/\/www.cartography.upol.cz\/infographics\/\">o v\u00fdskume<\/a>\n    <\/li>\n<\/ul>\n<p><!--more--><br \/>\n<!-- {\"type\":\"layout\",\"children\":[{\"type\":\"section\",\"props\":{\"height\":\"section\",\"image_position\":\"center-center\",\"style\":\"default\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"},\"children\":[{\"type\":\"headline\",\"props\":{\"content\":\"\n\n<h5><strong>Pr\\u00edpadov\\u00e9 \\u0161t\\u00fadie vhodnosti metr\\u00edk na identifik\\u00e1ciu a hodnotenie infografiky<\\\/strong><\\\/h5>\",\"margin\":\"small\",\"margin_remove_bottom\":true,\"margin_remove_top\":true,\"title_color\":\"primary\",\"title_element\":\"h1\"}}]}],\"props\":{\"margin\":\"default\",\"margin_remove_bottom\":false,\"margin_remove_top\":false,\"row_gap\":\"small\"}},{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\"},\"children\":[{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p>Aktu\\u00e1lne neexistuj\\u00fa \\u017eiadne \\u0161pecifick\\u00e9 metriky ur\\u010den\\u00e9 na identifik\\u00e1ciu infograf\\u00edk v map\\u00e1ch \\u010di vy\\u010d\\u00edslovanie jej miery. Z pr\\u00edstupov vyu\\u017eit\\u00fdch k hodnoteniu obrazov \\u010di m\\u00e1p boli vybran\\u00e9 <em>Dotazn\\u00edkov\\u00e9 \\u0161etrenie, Kvantitat\\u00edvna anal\\u00fdza obrazu, Vizu\\u00e1lne zhrnutie a met\\u00f3da Machine learning<\\\/em>. Uveden\\u00e9 pr\\u00edstupy s\\u00fa zalo\\u017een\\u00e9 na odli\\u0161n\\u00fdch pr\\u00edstupoch hodnotenia obrazu ne\\u017e <a href=\\\"https:\\\/\\\/www.cartography.upol.cz\\\/infographics\\\/igv\\\/\\\">pon\\u00faka IGV<\\\/a>, av\\u0161ak m\\u00f4\\u017eu ho efekt\\u00edvne dopl\\u0148ova\\u0165 a v\\u00fdsledky m\\u00f4\\u017eu vstupova\\u0165 do vz\\u00e1jomn\\u00e9ho porovnania.<\\\/p>\\n\n\n<p>Pr\\u00edpadov\\u00e9 \\u0161t\\u00fadie prebehli na jednotnej vzorke <a href=\\\"https:\\\/\\\/iamkono.com\\\/research\\\/infographics\\\/igv\\\/igv-input\\\/\\\" title=\\\"IGV vzorov\\u00e9 obrazy\\\">32 obrazov.<\\\/a> Do testov tak vstupovala vzorka 16 m\\u00e1p a\\u00a016 infograf\\u00edk. Ka\\u017ed\\u00fd z\\u00a0vybran\\u00fdch metrick\\u00fdch pr\\u00edstupov tak mohol by\\u0165 jednotne porovnate\\u013en\\u00fd z\\u00a0u\\u017e preveden\\u00fdmi testami s\\u00a0IGV. Ka\\u017ed\\u00e1 mapa z\\u00a0referen\\u010dnej vzorky bola podroben\\u00e1 hodnoteniu v\\u0161etk\\u00fdmi vybran\\u00fdmi metrikami. V r\\u00e1mci hodnotenia samotn\\u00e9ho metrick\\u00e9ho procesu bud\\u00fa vo v\\u00fdsledku porovnan\\u00e9 aj v\\u00fdsledky jednotliv\\u00fdch metr\\u00edk v\\u00a0kontexte hodn\\u00f4t, ktor\\u00e9 generovala metrika <em>IGV.<\\\/em><\\\/p>\",\"margin\":\"default\"}},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}}]}],\"props\":{\"column_gap\":\"small\",\"margin_remove_bottom\":true,\"margin_remove_top\":true,\"row_gap\":\"small\"}},{\"type\":\"row\",\"props\":{\"column_gap\":\"small\",\"layout\":\"1-3,1-3,1-3\",\"match\":true,\"row_gap\":\"small\"},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>Dotazn\\u00edkov\\u00e9 \\u0161etrenie<\\\/strong> je n\\u00e1stroj s potenci\\u00e1lom na z\\u00edskanie kvalitn\\u00fdch inform\\u00e1ci\\u00ed, ktor\\u00fd v\\u0161ak<em><span> vy\\u017eaduje presnej\\u0161iu ucelen\\u00fa presne definovan\\u00fa skupinu ot\\u00e1zok a\\u00a0ve\\u013ek\\u00fa skupinu \\u00fa\\u010dastn\\u00edkov testovania.<\\\/span><\\\/em><\\\/p>\\n\n\n<p>Je pou\\u017eite\\u013en\\u00e9 pre <em><span>vy\\u010d\\u00edslenie pr\\u00edslu\\u0161nosti obrazu k map\\u00e1m \\u010di infografik\\u00e1m, av\\u0161ak zber a anal\\u00fdza d\\u00e1t s\\u00fa \\u010dasovo n\\u00e1ro\\u010dn\\u00e1, a jeho v\\u00fdsledky s\\u00fa ovplyvnen\\u00e9 skupinou a po\\u010dtom respondentov. <\\\/span><\\\/em><span>Praktick\\u00fa vyu\\u017eite\\u013enos\\u0165 n\\u00e1jde predov\\u0161etk\\u00fdm ako podporn\\u00fd v\\u00fdskum k\\u00a0exaktnej \\u0161t\\u00fadii.<\\\/span><\\\/p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Pr\\u00edklad dotazn\\u00edku\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/bit.ly\\\/mapa-nebo-infografika\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/flo.uri.sh\\\/visualisation\\\/17645502\\\/embed \"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>Kvantitat\\u00edvna anal\\u00fdza obsahu <\\\/strong>je met\\u00f3da so subjekt\\u00edvnymi v\\u00fdstupmi, z\\u00e1visl\\u00e1 na odborn\\u00fdch znalostiach a jasnom vysvetlen\\u00ed k\\u00f3dov, ktor\\u00fdmi je hodnoten\\u00fd obraz.<\\\/p>\\n\n\n<p>Met\\u00f3da preuk\\u00e1zala obmedzen\\u00fa pou\\u017eite\\u013enos\\u0165 po vykonanom testovan\\u00ed.<em><span> T\\u00e1to metodol\\u00f3gia a prisl\\u00fachaj\\u00face k\\u00f3dy m\\u00f4\\u017eu sl\\u00fa\\u017ei\\u0165 predov\\u0161etk\\u00fdm ako popisn\\u00e1 metrika obrazu, ktor\\u00e1 zhroma\\u017e\\u010fuje a sumarizuje charakteristiky dan\\u00e9ho obrazu na z\\u00e1klade ur\\u010den\\u00fdch k\\u00f3dov.\\u00a0<\\\/span><\\\/em><\\\/p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Pr\\u00edklad protokolu\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/flo.uri.sh\\\/visualisation\\\/17555374\\\/embed\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/flo.uri.sh\\\/visualisation\\\/17554453\\\/embed\"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank-2.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>Vizu\\u00e1lne zhrnutie <\\\/strong>je <em>jednoduch\\u00fd a preh\\u013eadn\\u00fd sp\\u00f4sob hodnotenia s potenci\\u00e1lom ilustrat\\u00edvneho zobrazenia obsahu obrazu <\\\/em>prostredn\\u00edctvom nadefinovan\\u00e9ho af\\u00ednneho diagramu.<\\\/p>\\n\n\n<p>Jej \\u00fa\\u010dinnos\\u0165 je v\\u00fdrazne ovplyvnen\\u00e1 stanoven\\u00fdmi dom\\u00e9nami, ktor\\u00e9 definuje hodnotite\\u013e. <em>Bez d\\u00f4kladnej optimaliz\\u00e1cie a adekv\\u00e1tneho nastavenia vstupn\\u00fdch dom\\u00e9n<\\\/em><em>a ich objekt\\u00edvnej identifik\\u00e1cie<\\\/em> v hodnoten\\u00fdch obrazoch sa v\\u0161ak t\\u00e1to met\\u00f3da st\\u00e1va n\\u00e1chylnou k vysok\\u00e9mu stup\\u0148u subjektivity zo strany autora<\\\/p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Pr\\u00edklad af\\u00ednneho diagramu\",\"icon_align\":\"left\",\"link\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/Kreslici-platno-1.png\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/visual_summary.png\"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank-3.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]}]},{\"type\":\"row\",\"props\":{\"column_gap\":\"small\",\"layout\":\"1-3,1-3,1-3\",\"match\":true,\"row_gap\":\"small\"},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><b>Machine learning <\\\/b>je met\\u00f3da s vysok\\u00fdm potenci\\u00e1lom k hodnoten\\u00ed obrazu, <em>ktor\\u00e1 si vy\\u017eaduje tr\\u00e9ning na v\\u00e4\\u010d\\u0161ej vzorke d\\u00e1t a \\u0161pecificky natr\\u00e9novan\\u00e9 neur\\u00f3nov\\u00e9 siete.<\\\/em><\\\/p>\\n\n\n<p>V s\\u00fa\\u010dasnosti, <em>v\\u00fdsledn\\u00e9 podobnostn\\u00e9 klastre a klasifik\\u00e1cia s\\u00fa formovan\\u00e9 v\\u00fdlu\\u010dne na z\\u00e1klade vizu\\u00e1lnej podobnosti a nezoh\\u013ead\\u0148uj\\u00fa \\u010fal\\u0161ie faktory. <\\\/em>Kombin\\u00e1cia metriky s dotazn\\u00edkom alebo \\u010fal\\u0161\\u00edmi subjekt\\u00edvne zameran\\u00fdmi met\\u00f3dami m\\u00f4\\u017ee prinies\\u0165 lep\\u0161ie v\\u00fdsledky a\\u00a0postupne vylep\\u0161i\\u0165 jej v\\u00fdstupy.<\\\/p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Klasifika\\u010dn\\u00e9 workflow\",\"icon_align\":\"left\",\"link\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/test2.png\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/vysledek-zarazeni.png\"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank-3.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>IGV <\\\/strong>je z poh\\u013eadu testovan\\u00fdch metr\\u00edk pova\\u017eovan\\u00e1 za <span><em>najobjekt\\u00edvnej\\u0161iu met\\u00f3du, ktorej matematicky podlo\\u017een\\u00e9 v\\u00fdpo\\u010dty vytv\\u00e1raj\\u00fa d\\u00f4veryhodn\\u00e9 v\\u00fdsledky<\\\/em>. <\\\/span><\\\/p>\\n\n\n<p><span>Aj napriek zlo\\u017eitosti a\\u00a0\\u010dasovej n\\u00e1ro\\u010dnosti potrebnej k\\u00a0zberu parametrov, metrika IGV pon\\u00faka mo\\u017enosti sledovania trendov v\\u00a0obraze a\\u00a0kvantifik\\u00e1ciou d\\u00e1t, ktor\\u00e1 je vhodn\\u00e1 vo vedeckom v\\u00fdskume t\\u00fdkaj\\u00faceho sa nielen infografiky v\\u00a0kartografii.<\\\/span><\\\/p>\\n\n\n<p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Odkaz na popis metriky\",\"icon_align\":\"left\",\"link\":\"igv\\\/\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/flo.uri.sh\\\/story\\\/2303483\\\/embed#slide-0  \"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank-3.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\",\"width_medium\":\"1-3\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>InfoMap <\\\/strong><em>reprezentuje pokro\\u010dil\\u00e9 rie\\u0161enie pre exaktn\\u00fa identifik\\u00e1ciu infografiky v kartografii, ktor\\u00e9 vyu\\u017e\\u00edva vizu\\u00e1lne analytick\\u00e9 n\\u00e1stroje zalo\\u017een\\u00e9 na definovan\\u00fdch matematick\\u00fdch princ\\u00edpoch odvoden\\u00fdch z metriky IGV.<\\\/em><\\\/p>\\n\n\n<p><span> N\\u00e1stroj je optimalizovan\\u00fd pre online pou\\u017eitie v r\\u00e1mci webov\\u00e9ho prehliada\\u010da. Po u\\u017e\\u00edvate\\u013eskom ozna\\u010den\\u00ed vybran\\u00fdch oblast\\u00ed vykon\\u00e1 automaticky v\\u00fdpo\\u010det a prezentuje v\\u00fdsledky v grafickej podobe.<\\\/span><\\\/p>\\n\n\n<p><\\\/p>\",\"margin\":\"default\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Odkaz na n\\u00e1stroj\",\"icon_align\":\"left\",\"link\":\"infomap\\\/\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"default\",\"content\":\"Uk\\u00e1\\u017eka v\\u00fdsledkov\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/bit.ly\\\/infomap-extended\"}}]},{\"type\":\"image\",\"props\":{\"image\":\"wp-content\\\/uploads\\\/2024\\\/05\\\/dotaznik_rank-1.png\",\"image_alt\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"image_svg_color\":\"emphasis\",\"link_aria_label\":\"Priemern\\u00e1 zn\\u00e1mka u\\u017e\\u00edvate\\u013esk\\u00e9ho testovania\",\"margin\":\"default\"}}]}]},{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"},\"children\":[{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}},{\"type\":\"html\",\"props\":{\"content\":\"<iframe src='https:\\\/\\\/flo.uri.sh\\\/visualisation\\\/18055836\\\/embed' title='Interactive or visual content' class='flourish-embed-iframe' frameborder='0' scrolling='no' style='width:100%;height:600px;' sandbox='allow-same-origin allow-forms allow-scripts allow-downloads allow-popups allow-popups-to-escape-sandbox allow-top-navigation-by-user-activation'><\\\/iframe>\"}}]}]},{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"style\":\"muted\"},\"children\":[{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}},{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p>Okrem porovn\\u00e1vania hodn\\u00f4t samotn\\u00fdch bolo preveden\\u00e9 aj <strong>u\\u017e\\u00edvate\\u013esk\\u00e9 testovanie<\\\/strong>. Testovanie prebehlo formou think aloud met\\u00f3dy, v\\u00a0priebehu ktorej boli respondentom predstaven\\u00e9 jednotliv\\u00e9 metriky prostredn\\u00edctvom n\\u00e1zornej prezent\\u00e1cie, nad ktorou bola rozvinut\\u00e1 diskusia. Na z\\u00e1ver testovania respondenti vyplnili kr\\u00e1tky dotazn\\u00edk, v\\u00a0ktorom na z\\u00e1klade svojej preferencie ohodnotili nasleduj\\u00face, predom stanoven\\u00e9 krit\\u00e9ri\\u00e1 pre ka\\u017ed\\u00fa z\\u00a0uveden\\u00fdch metr\\u00edk:<\\\/p>\\n\n\n<p><em>I.<\\\/em> <em>v\\u00fdpo\\u010detn\\u00e1 n\\u00e1ro\\u010dnos\\u0165 (ako zlo\\u017eit\\u00e9 je metriku navrhn\\u00fa\\u0165 a z\\u00edska\\u0165 vyu\\u017eite\\u013en\\u00e9 v\\u00fdsledky), <\\\/em><\\\/p>\\n\n\n<p><em>II. softwarov\\u00e1 n\\u00e1ro\\u010dnos\\u0165 (ako ve\\u013emi je \\u0161pecifick\\u00fd software nutn\\u00fd), <\\\/em><\\\/p>\\n\n\n<p><em>III. hardwarov\\u00e1 n\\u00e1ro\\u010dnos\\u0165 (ako n\\u00e1ro\\u010dn\\u00e9 je metriku z\\u00a0poh\\u013eadu hardwaru vyu\\u017ei\\u0165), <\\\/em><\\\/p>\\n\n\n<p><em>IV. \\u010dasov\\u00e1 n\\u00e1ro\\u010dnos\\u0165 (ako ve\\u013emi \\u010dasovo je n\\u00e1ro\\u010dn\\u00e9 z\\u00a0metriky z\\u00edska\\u0165 v\\u00fdsledky od jej n\\u00e1vrhu a\\u017e po pou\\u017eite\\u013en\\u00e9 v\\u00fdsledky), <\\\/em><\\\/p>\\n\n\n<p><em>V. u\\u017e\\u00edvate\\u013esk\\u00e1 pr\\u00edvetivos\\u0165 (miera u\\u017e\\u00edvate\\u013esk\\u00e9ho komfortu pri vyu\\u017eit\\u00ed metriky z\\u00a0poh\\u013eadu hodnotite\\u013ea), <\\\/em><\\\/p>\\n\n\n<p><em>VI. miera automatiz\\u00e1cie (ako ve\\u013emi je metrika automatizovan\\u00e1, resp. nako\\u013eko vy\\u017eaduje u\\u017e\\u00edvate\\u013esk\\u00fd z\\u00e1sah), <\\\/em><\\\/p>\\n\n\n<p><em>VII. forma a v\\u00fdpovedn\\u00e1 hodnota v\\u00fdsledkov (ako ve\\u013emi s\\u00fa z\\u00edskan\\u00e9 v\\u00fdsledky pochopite\\u013en\\u00e9 a\\u00a0prakticky vyu\\u017eite\\u013en\\u00e9). <\\\/em><\\\/p>\\n\n\n<p>Ka\\u017ed\\u00e9 zo sledovan\\u00fdch krit\\u00e9ri\\u00ed bude ohodnoten\\u00e9 prostredn\\u00edctvom stup\\u0148ov 1\\u20135, kde uveden\\u00e9 hodnoty odpovedaj\\u00fa: <em>1=n\\u00edzka<\\\/em>; <em>2=sk\\u00f4r ni\\u017e\\u0161ia<\\\/em>; <em>3=stredn\\u00e1; 4=sk\\u00f4r vy\\u0161\\u0161ia<\\\/em>; <em>5=vysok\\u00e1<\\\/em>.<\\\/p>\\n\n\n<p>V\\u00fdsledky hodnotenia zobrazuje vizualiz\\u00e1cia ni\\u017e\\u0161ie.<\\\/p>\",\"margin\":\"default\"}},{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}}]}]},{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"},\"children\":[{\"type\":\"html\",\"props\":{\"content\":\"<iframe src='https:\\\/\\\/flo.uri.sh\\\/visualisation\\\/18157164\\\/embed' title='Interactive or visual content' class='flourish-embed-iframe' frameborder='0' scrolling='no' style='width:100%;height:600px;' sandbox='allow-same-origin allow-forms allow-scripts allow-downloads allow-popups allow-popups-to-escape-sandbox allow-top-navigation-by-user-activation'><\\\/iframe>\n\n<div style='width:100%!;margin-top:4px!important;text-align:right!important;'><a class='flourish-credit' href='https:\\\/\\\/public.flourish.studio\\\/visualisation\\\/17505331\\\/?utm_source=embed&utm_campaign=visualisation\\\/17505331' target='_top' style='text-decoration:none!important'><\\\/a><\\\/div>\"}}]}]}]},{\"type\":\"section\",\"props\":{\"image_position\":\"center-center\",\"style\":\"default\",\"title_breakpoint\":\"xl\",\"title_position\":\"top-left\",\"title_rotation\":\"left\",\"vertical_align\":\"middle\",\"width\":\"default\"},\"children\":[{\"type\":\"row\",\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\"},\"children\":[{\"type\":\"divider\",\"props\":{\"divider_element\":\"hr\"}}]}]},{\"type\":\"row\",\"props\":{\"layout\":\"3-4,1-4\"},\"children\":[{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"width_medium\":\"3-4\"},\"children\":[{\"type\":\"text\",\"props\":{\"column_breakpoint\":\"m\",\"content\":\"\n\n<p><strong>\\u010fal\\u0161ie \\u010dasti pr\\u00e1ce<\\\/strong><\\\/p>\",\"margin\":\"default\",\"text_color\":\"primary\",\"text_style\":\"meta\"}},{\"type\":\"button\",\"props\":{\"grid_column_gap\":\"small\",\"grid_row_gap\":\"small\",\"margin\":\"default\"},\"children\":[{\"type\":\"button_item\",\"props\":{\"button_style\":\"text\",\"content\":\"Infografika\",\"icon\":\"image\",\"icon_align\":\"left\",\"link\":\"research\\\/\",\"link_title\":\"Infografika\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"text\",\"content\":\"Vizu\\u00e1lna anal\\u00fdza\",\"icon\":\"nut\",\"icon_align\":\"left\",\"link\":\"visual-analysis\\\/\",\"link_title\":\"Vizu\\u00e1lna anal\\u00fdza\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"text\",\"content\":\"metrika IGV\",\"icon\":\"settings\",\"icon_align\":\"left\",\"link\":\"igv\\\/\",\"link_title\":\"metrika IGV\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"text\",\"content\":\"n\\u00e1stroj infomap\",\"icon\":\"cog\",\"icon_align\":\"left\",\"link\":\"infomap\\\/\",\"link_title\":\"n\\u00e1stroj infomap\"}},{\"type\":\"button_item\",\"props\":{\"button_style\":\"text\",\"content\":\"o v\\u00fdskume\",\"icon\":\"chevron-double-right\",\"icon_align\":\"left\",\"link\":\"https:\\\/\\\/www.cartography.upol.cz\\\/infographics\\\/\",\"link_title\":\"o v\\u00fdskume\"}}]}]},{\"type\":\"column\",\"props\":{\"image_position\":\"center-center\",\"position_sticky_breakpoint\":\"m\",\"vertical_align\":\"bottom\",\"width_medium\":\"1-4\"},\"children\":[{\"type\":\"totop\",\"props\":{\"margin\":\"default\",\"text_align\":\"right\",\"title_grid_column_gap\":\"small\",\"title_grid_row_gap\":\"small\"}}]}]}],\"name\":\"vyskum_section_dalsi\"}],\"version\":\"4.1.3\"} --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Pr\u00edpadov\u00e9 \u0161t\u00fadie vhodnosti metr\u00edk na identifik\u00e1ciu a hodnotenie infografiky Aktu\u00e1lne neexistuj\u00fa \u017eiadne \u0161pecifick\u00e9 metriky ur\u010den\u00e9 na identifik\u00e1ciu infograf\u00edk v map\u00e1ch \u010di vy\u010d\u00edslovanie jej miery. Z pr\u00edstupov vyu\u017eit\u00fdch k hodnoteniu obrazov \u010di m\u00e1p boli vybran\u00e9 Dotazn\u00edkov\u00e9 \u0161etrenie, Kvantitat\u00edvna anal\u00fdza obrazu, Vizu\u00e1lne zhrnutie a met\u00f3da Machine learning. Uveden\u00e9 pr\u00edstupy s\u00fa zalo\u017een\u00e9 na odli\u0161n\u00fdch pr\u00edstupoch hodnotenia obrazu ne\u017e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-27","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/pages\/27","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/comments?post=27"}],"version-history":[{"count":14,"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/pages\/27\/revisions"}],"predecessor-version":[{"id":116,"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/pages\/27\/revisions\/116"}],"wp:attachment":[{"href":"https:\/\/www.cartography.upol.cz\/infographics\/wp-json\/wp\/v2\/media?parent=27"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}