{"id":3299,"date":"2018-10-01T12:45:37","date_gmt":"2018-10-01T05:45:37","guid":{"rendered":"https:\/\/www.its.ac.id\/tkomputer\/?p=3299"},"modified":"2025-07-07T11:46:55","modified_gmt":"2025-07-07T04:46:55","slug":"spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques","status":"publish","type":"post","link":"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/","title":{"rendered":"Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques"},"content":{"rendered":"

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Kategori\u00a0\u00a0<\/b><\/h4>\n<\/td>\n

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Penelitian<\/b><\/h4>\n<\/td>\n<\/tr>\n

Judul<\/td>\nSpectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques<\/td>\n<\/tr>\n
Peneliti<\/td>\n\n
    \n
  1. Prof Dr. Ir. Yoyon Kusnendar Suprapto, M.Sc.<\/a><\/li>\n
  2. Dr. Diah Puspito Wulandari, S.T.,M.Sc.<\/a><\/li>\n
  3. Aris Tjahyanto<\/span><\/a><\/li>\n<\/ol>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    In this paper, we describe an approach of spectral-based features ranking for Javanese gamelan instruments identification using filter techniques. The model extracted spectral-based features set of the signal using Short Time Fourier Transform (STFT). The rank of the features was determined using the five algorithms; namely ReliefF, Chi-Squared, Information Gain, Gain Ratio, and Symmetric Uncertainty. Then, we tested the ranked features by cross validation using Support Vector Machine (SVM). The experiment showed that Gain Ratio algorithm gave the best result, it yielded accuracy of 98.93%.
    \n<\/i><\/p>\n","protected":false},"excerpt":{"rendered":"

    Kategori\u00a0\u00a0 Penelitian Judul Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques Peneliti Prof Dr. Ir. Yoyon Kusnendar Suprapto, M.Sc. Dr. Diah Puspito Wulandari, S.T.,M.Sc. Aris Tjahyanto In this paper, we describe an approach of spectral-based features ranking for Javanese gamelan instruments identification using filter techniques. The model extracted spectral-based features set of the […]<\/p>\n","protected":false},"author":119,"featured_media":3300,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[29],"tags":[],"class_list":["post-3299","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-database-riset"],"yoast_head":"\nSpectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques - Departemen Teknik Komputer<\/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\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques - Departemen Teknik Komputer\" \/>\n<meta property=\"og:description\" content=\"Kategori\u00a0\u00a0 Penelitian Judul Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques Peneliti Prof Dr. Ir. Yoyon Kusnendar Suprapto, M.Sc. Dr. Diah Puspito Wulandari, S.T.,M.Sc. Aris Tjahyanto In this paper, we describe an approach of spectral-based features ranking for Javanese gamelan instruments identification using filter techniques. The model extracted spectral-based features set of the […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\" \/>\n<meta property=\"og:site_name\" content=\"Departemen Teknik Komputer\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/komputerits\" \/>\n<meta property=\"article:published_time\" content=\"2018-10-01T05:45:37+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-07T04:46:55+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.its.ac.id\/komputer\/wp-content\/uploads\/sites\/28\/2018\/10\/a-Boundary-conditions-of-PBGA-model-b-Meshed-model-of-PBGA.png.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"850\" \/>\n\t<meta property=\"og:image:height\" content=\"389\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Admin Teknologi Informasi\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@computer_its\" \/>\n<meta name=\"twitter:site\" content=\"@computer_its\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Admin Teknologi Informasi\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\"},\"author\":{\"name\":\"Admin Teknologi Informasi\",\"@id\":\"https:\/\/www.its.ac.id\/komputer\/#\/schema\/person\/dbf140008d299d507f724a1c128ec5c1\"},\"headline\":\"Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques\",\"datePublished\":\"2018-10-01T05:45:37+00:00\",\"dateModified\":\"2025-07-07T04:46:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\"},\"wordCount\":126,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.its.ac.id\/komputer\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.its.ac.id\/komputer\/wp-content\/uploads\/sites\/28\/2018\/10\/a-Boundary-conditions-of-PBGA-model-b-Meshed-model-of-PBGA.png.jpg\",\"articleSection\":[\"Database Riset\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\",\"url\":\"https:\/\/www.its.ac.id\/komputer\/spectral-based-features-ranking-for-gamelan-instruments-identification-using-filter-techniques\/\",\"name\":\"Spectral-based Features Ranking for Gamelan Instruments Identification using Filter Techniques - 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