{"id":16733,"date":"2013-07-11T17:24:51","date_gmt":"2013-07-11T17:24:51","guid":{"rendered":"https:\/\/www.its.ac.id\/news\/2013\/07\/11\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/"},"modified":"2013-07-11T17:24:51","modified_gmt":"2013-07-11T17:24:51","slug":"teliti-osteoarthritis-lilik-raih-gelar-doktor","status":"publish","type":"post","link":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/","title":{"rendered":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor"},"content":{"rendered":"<p>Judul disertasinya adalah <em>Klasifikasi Tingkat Keparahan Osteoarthritis Berbasis Fitur Tekstur Menggunakan Seelf Organizing Map<\/em>. Judul tersebut berhasil membuatnya lulus dengan predikat sangat memuaskan.<\/p>\n<p>Raihan gelar doktor yang Lilik dapatkan kali ini tidak terlepas dari penelitian intensifnya tentang penyakit <em>osteoarthritis<\/em>. Penyakit ini termasuk penyakit yang berbahaya dan tidak mudah disembuhkan. &quot;Di tahun 2006, penderita <em>osteoarthritis<\/em> di Indonesia sudah mencapai 60 juta jiwa. Hal inilah yang memotivasi saya untuk lebih intensif melakukan penelitian terhadapnya,&quot; ujar Lilik.<em><\/em><\/p>\n<p><em>Osteoarthritis<\/em> merupakan gangguan sendi di mana jarak antar tulang tibia dan femur terlalu dekat, sehingga memungkinkan pertemuan antara kedua tulang tersebut. Penyakit ini juga sering terjadi pada ibu jari kaki, jari tangan, tulang panggul, dan lutut. Namun, untuk disertasi kali ini, Lilik lebih memilih lutut sebagai fokusan utamanya.<\/p>\n<p>Dalam penelitiannya, Lilik memilih <em>Self Organizing Map<\/em> sebagai metode utamanya. Proses penelitiannya juga tidak begitu mudah. Pertama ia harus melakukan penelitian tentang <em>Junction Space Width<\/em> (JSW) yang menjadi salah satu parameter untuk menentukan tingkat keparahan <em>osteoarthritis<\/em>. Kemudian ia juga harus melakukan eksperimen tentang klasifikasi berbasis <em>template<\/em>.<\/p>\n<p>Setelah ditemukan klasifikasinya, maka ia mengadakan eksperimen karakteristik berbasis <em>fitur<\/em>. &quot;Dan terakhir diadakan evaluasi&nbsp; dengan mencari akurasi <em>receiver operating<\/em> <em>characteristic<\/em> dan area <em>under curve<\/em>,&quot; terang wanita yang berusia 34 tahun ini.<\/p>\n<p>Untuk menemukan hasil yang terbaik, Lilik harus melakukan eksperimen sebanyak 12 kali. Setiap eksperimen mendapatkan hasil yang berbeda-beda. Sementara hasil iterasi yang terbaik dibuat sebagai perbandingan. Performa terbaik yang didapat dari kedua belas kali eksperimen ini adalah sebuah iterasi dengan sebesar 1500 dan dengan <em>learning rate<\/em> 0,6.&quot;Parameter ini didapatkan akurasi sebesar 59,2 persen dan waktu yang diperlukan selama 1,14 detik,&quot; tuturnya.<\/p>\n<p>Dengan begitu, penelitian tersebut sudah dapat menentukan determinasi tingkat keparahan <em>osteoartrhitis<\/em>. Yaitu dengan menggunakan beberapa cara, seperti berdasarkan JSW, berbasis <em>template<\/em>, dan berbasis <em>fitur<\/em>. &quot;Namun akan tetap diadakan penelitian lanjutan agar mendapatkan metode dan parameter<em> learning<\/em> lainnya agar menemukan akurasi yang lebih baik,&quot; ungkap Lilik.<\/p>\n<p>Untuk selanjutnya, ia berharap agar hasil penelitian ini dapat dijadikan <em>Dessicion Support System<\/em> bagi dokter untuk menentukan lutut yang terindikasi kena penyakit ini. Tentunya bila ditemukan data JSW pada pasien. Selain itu metode ini juga bisa digunakan untuk menentukan klasifikasi tingkat keparahan <em>osteoarthritis<\/em> dalam kelas-kelas tertentu. (guh\/nir)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Kali ini giliran Lilik Anifah yang menjadi tokoh utama dalam sidang terbuka promosi doktor Jurusan Teknik Elektro, Rabu (10\/7). Keilmuan Teknik Elektro yang dimanfaatkan dalam penelitian dunia medis.<\/p>\n","protected":false},"author":1,"featured_media":16734,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[14],"tags":[],"class_list":["post-16733","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-berita-utama"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News\" \/>\n<meta property=\"og:description\" content=\"Kali ini giliran Lilik Anifah yang menjadi tokoh utama dalam sidang terbuka promosi doktor Jurusan Teknik Elektro, Rabu (10\/7). Keilmuan Teknik Elektro yang dimanfaatkan dalam penelitian dunia medis.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\" \/>\n<meta property=\"og:site_name\" content=\"ITS News\" \/>\n<meta property=\"article:published_time\" content=\"2013-07-11T17:24:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"220\" \/>\n\t<meta property=\"og:image:height\" content=\"165\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Dadang ITS\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dadang ITS\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\"},\"author\":{\"name\":\"Dadang ITS\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/30d3fdc35e7f8f31c41abfd28db2eeb9\"},\"headline\":\"Teliti Osteoarthritis, Lilik Raih Gelar Doktor\",\"datePublished\":\"2013-07-11T17:24:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\"},\"wordCount\":361,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg\",\"articleSection\":[\"Berita Utama\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\",\"url\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\",\"name\":\"Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News\",\"isPartOf\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg\",\"datePublished\":\"2013-07-11T17:24:51+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage\",\"url\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg\",\"contentUrl\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg\",\"width\":220,\"height\":165},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.its.ac.id\/news\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Teliti Osteoarthritis, Lilik Raih Gelar Doktor\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#website\",\"url\":\"https:\/\/www.its.ac.id\/news\/\",\"name\":\"ITS News\",\"description\":\"Institut Teknologi Sepuluh Nopember\",\"publisher\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.its.ac.id\/news\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#organization\",\"name\":\"ITS News\",\"url\":\"https:\/\/www.its.ac.id\/news\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2026\/01\/LOGO-ITS.svg\",\"contentUrl\":\"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2026\/01\/LOGO-ITS.svg\",\"width\":98,\"height\":56,\"caption\":\"ITS News\"},\"image\":{\"@id\":\"https:\/\/www.its.ac.id\/news\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/30d3fdc35e7f8f31c41abfd28db2eeb9\",\"name\":\"Dadang ITS\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/5c2c42565b0c1e5c1707526aec338a8711f052dbed405d0e0267cfacb2ef8e2a?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/5c2c42565b0c1e5c1707526aec338a8711f052dbed405d0e0267cfacb2ef8e2a?s=96&d=mm&r=g\",\"caption\":\"Dadang ITS\"},\"url\":\"https:\/\/www.its.ac.id\/news\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/","og_locale":"en_US","og_type":"article","og_title":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News","og_description":"Kali ini giliran Lilik Anifah yang menjadi tokoh utama dalam sidang terbuka promosi doktor Jurusan Teknik Elektro, Rabu (10\/7). Keilmuan Teknik Elektro yang dimanfaatkan dalam penelitian dunia medis.","og_url":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/","og_site_name":"ITS News","article_published_time":"2013-07-11T17:24:51+00:00","og_image":[{"width":220,"height":165,"url":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg","type":"image\/jpeg"}],"author":"Dadang ITS","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Dadang ITS","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#article","isPartOf":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/"},"author":{"name":"Dadang ITS","@id":"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/30d3fdc35e7f8f31c41abfd28db2eeb9"},"headline":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor","datePublished":"2013-07-11T17:24:51+00:00","mainEntityOfPage":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/"},"wordCount":361,"commentCount":0,"publisher":{"@id":"https:\/\/www.its.ac.id\/news\/#organization"},"image":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage"},"thumbnailUrl":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg","articleSection":["Berita Utama"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/","url":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/","name":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor - ITS News","isPartOf":{"@id":"https:\/\/www.its.ac.id\/news\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage"},"image":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage"},"thumbnailUrl":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg","datePublished":"2013-07-11T17:24:51+00:00","breadcrumb":{"@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#primaryimage","url":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg","contentUrl":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2017\/11\/12296.jpeg","width":220,"height":165},{"@type":"BreadcrumbList","@id":"https:\/\/www.its.ac.id\/news\/teliti-osteoarthritis-lilik-raih-gelar-doktor\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.its.ac.id\/news\/en\/"},{"@type":"ListItem","position":2,"name":"Teliti Osteoarthritis, Lilik Raih Gelar Doktor"}]},{"@type":"WebSite","@id":"https:\/\/www.its.ac.id\/news\/#website","url":"https:\/\/www.its.ac.id\/news\/","name":"ITS News","description":"Institut Teknologi Sepuluh Nopember","publisher":{"@id":"https:\/\/www.its.ac.id\/news\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.its.ac.id\/news\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.its.ac.id\/news\/#organization","name":"ITS News","url":"https:\/\/www.its.ac.id\/news\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.its.ac.id\/news\/#\/schema\/logo\/image\/","url":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2026\/01\/LOGO-ITS.svg","contentUrl":"https:\/\/www.its.ac.id\/news\/wp-content\/uploads\/sites\/2\/2026\/01\/LOGO-ITS.svg","width":98,"height":56,"caption":"ITS News"},"image":{"@id":"https:\/\/www.its.ac.id\/news\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/30d3fdc35e7f8f31c41abfd28db2eeb9","name":"Dadang ITS","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.its.ac.id\/news\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/5c2c42565b0c1e5c1707526aec338a8711f052dbed405d0e0267cfacb2ef8e2a?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5c2c42565b0c1e5c1707526aec338a8711f052dbed405d0e0267cfacb2ef8e2a?s=96&d=mm&r=g","caption":"Dadang ITS"},"url":"https:\/\/www.its.ac.id\/news\/author\/root\/"}]}},"acf":[],"_links":{"self":[{"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/posts\/16733","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/comments?post=16733"}],"version-history":[{"count":0,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/posts\/16733\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/media\/16734"}],"wp:attachment":[{"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/media?parent=16733"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/categories?post=16733"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.its.ac.id\/news\/wp-json\/wp\/v2\/tags?post=16733"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}