{"id":452,"date":"2016-09-11T11:24:03","date_gmt":"2016-09-11T04:24:03","guid":{"rendered":"http:\/\/if.itats.ac.id\/?p=452"},"modified":"2016-09-11T11:24:03","modified_gmt":"2016-09-11T04:24:03","slug":"silabus-data-mining","status":"publish","type":"post","link":"https:\/\/itats.ac.id\/teknikinformatika\/silabus-data-mining\/","title":{"rendered":"Silabus Data Mining"},"content":{"rendered":"

SILABUS MATA KULIAH<\/strong><\/p>\n

Program Studi \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 Teknik Informatika<\/p>\n

Kode \/ Nama Mata Kuliah\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 16067306 \/ Data Mining<\/p>\n

Jumlah SKS \/ Semseter\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 3 SKS \/ VII<\/p>\n

Mata Kuliah Pra Syarat\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 Statistik untuk Komputasi, Kecerdasan Komputasional<\/p>\n

Capaian Pembelajaran Lulusan\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :<\/p>\n

    \n
  1. Mampu \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0mengidentifikasi, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0menganalisis \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dan \u00a0 \u00a0 \u00a0 \u00a0 menyelesaikan \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0masalah \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0secara \u00a0sistematis \u00a0dan\u00a0\u00a0 \u00a0terorganisasi \u00a0 dalam\u00a0\u00a0 \u00a0bidang\u00a0\u00a0 \u00a0teknologi\u00a0\u00a0 \u00a0informasi\u00a0\u00a0 \u00a0dan\u00a0\u00a0 \u00a0komunikasi<\/li>\n
  2. Menguasai konsep\u00a0\u00a0 \u00a0dan\u00a0\u00a0 \u00a0teori\u00a0\u00a0 \u00a0dasar\u00a0\u00a0 \u00a0bidang\u00a0\u00a0 \u00a0informatika<\/li>\n
  3. Mampu \u00a0\u00a0\u00a0\u00a0 \u00a0menyelesaikan \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0masalah \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0teknologi \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0informasi \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dan \u00a0 \u00a0 komunikasi \u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dengan \u00a0keahlian \u00a0 \u00a0\u00a0komputasi\u00a0\u00a0 \u00a0cerdas\u00a0\u00a0 \u00a0dan\u00a0\u00a0 \u00a0visualisasi<\/li>\n
  4. Memiliki kreatifitas\u00a0\u00a0 \u00a0dalam\u00a0\u00a0 \u00a0mengembangkan\u00a0\u00a0 \u00a0berbagai\u00a0\u00a0 \u00a0alternatif\u00a0\u00a0 \u00a0solusi<\/li>\n<\/ol>\n

    Capaian Pemebelajaran Mata Kuliah\u00a0 :<\/p>\n

      \n
    1. Mahasiswa \u00a0mengetahuitentang \u00a0 \u00a0bermacam-\u00ad\u2010macam\u00a0\u00a0 \u00a0 tipe \u00a0 \u00a0data \u00a0 \u00a0dan \u00a0 \u00a0beberapa \u00a0 \u00a0sumber \u00a0data \u00a0(database,\u00a0\u00a0 \u00a0warehouse,\u00a0\u00a0 \u00a0transaksional,\u00a0\u00a0 \u00a0 \u00a0\u00a0WWW)<\/li>\n
    2. Mahasiswa memahami\u00a0\u00a0 \u00a0konsep\u00a0\u00a0 \u00a0dan\u00a0\u00a0 \u00a0mampu\u00a0\u00a0 \u00a0menerapkan\u00a0\u00a0 \u00a0teknik\u00a0\u00a0 \u00a0pre-\u00ad\u2010prosesing\u00a0\u00a0 \u00a0data.<\/li>\n
    3. Mahasiswa \u00a0 \u00a0mampu \u00a0\u00a0 \u00a0membuat \u00a0\u00a0 \u00a0sistem \u00a0\u00a0 \u00a0untuk \u00a0\u00a0 \u00a0penggalian \u00a0\u00a0 \u00a0data \u00a0\u00a0 \u00a0dan analisa \u00a0\u00a0 \u00a0pola \u00a0\u00a0 \u00a0data\u00a0\u00a0 \u00a0dengan\u00a0\u00a0 \u00a0\u00a0\u00a0 \u00a0menerapkan\u00a0\u00a0 \u00a0\u00a0\u00a0 \u00a0metode-\u00ad\u2010metode\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0kecerdasan \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0komputasional \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dan \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0metode\u00a0\u00a0 \u00a0probabi<\/li>\n
    4. Mahasiswa \u00a0 \u00a0 mampu \u00a0\u00a0\u00a0\u00a0 \u00a0menganalisi \u00a0\u00a0\u00a0\u00a0 \u00a0dan \u00a0\u00a0\u00a0\u00a0 \u00a0menyelesaikan \u00a0\u00a0\u00a0\u00a0 \u00a0suatu \u00a0\u00a0\u00a0\u00a0 \u00a0permasalahan \u00a0\u00a0\u00a0\u00a0 \u00a0dalam \u00a0suatu \u00a0studi\u00a0\u00a0 \u00a0kasus\u00a0\u00a0 \u00a0dengan\u00a0\u00a0 \u00a0memanfaatkan\u00a0\u00a0 \u00a0sistem\u00a0\u00a0 \u00a0penggalian\u00a0\u00a0 \u00a0data<\/li>\n<\/ol>\n\n\n\n\n\n\n\n\n
      POKOK BAHASAN<\/strong><\/td>\nALAT\/BAHAN\/SUMBER BELAJAR<\/strong><\/td>\n<\/tr>\n<\/thead>\n
      Pengenalan \u00a0tipe-\u00ad\u2010tipe\u00a0\u00a0 \u00a0data\u00a0\u00a0 \u00a0(nominal,\u00a0\u00a0 \u00a0binary,\u00a0\u00a0 \u00a0numerik)\u00a0\u00a0 \u00a0dari\u00a0\u00a0 \u00a0berbagai\u00a0\u00a0 \u00a0sumber\u00a0\u00a0 \u00a0data\u00a0\u00a0 \u00a0(database,\u00a0\u00a0 \u00a0warehouse,\u00a0\u00a0 \u00a0transaksional,\u00a0\u00a0 \u00a0\u00a0\u00a0 \u00a0WWW).<\/td>\nLCD Projector<\/em>, Laptop \/ – \/ Pang-\u00ad\u2010Ning\u00a0\u00a0 \u00a0 Tan, \u00a0 Michael \u00a0 Steinbach, \u00a0 Vipin \u00a0 Kumar, \u00a0 \u201cIntroduction \u00a0 to \u00a0 Data \u00a0 Mining \u00a0\u201d,\u00a0\u00a0 \u00a0Addison-\u00ad\u2010Wesley,\u00a0\u00a0 \u00a02005.<\/td>\n<\/tr>\n
      cara\u00a0\u00a0 \u00a0untuk\u00a0\u00a0 \u00a0menghitung\u00a0\u00a0 \u00a0 similarity \u00a0 dan \u00a0 dissimilary \u00a0 serta \u00a0 beberapa \u00a0 teknik \u00a0 preprosesing \u00a0 data \u00a0 antara \u00a0 lain:\u00a0\u00a0 \u00a0pembersihan,\u00a0\u00a0 \u00a0\u00a0\u00a0\u00a0 \u00a0integrasi, \u00a0\u00a0\u00a0\u00a0 \u00a0reduksi, \u00a0\u00a0\u00a0\u00a0 \u00a0transformation, \u00a0\u00a0\u00a0\u00a0 \u00a0diskritisasi.<\/td>\nLCD Projector<\/em>, Laptop \/ – \/ Rajaraman, \u00a0Anand,\u00a0\u00a0 \u00a0\u201cMining\u00a0\u00a0 \u00a0of\u00a0\u00a0 \u00a0Massive\u00a0\u00a0 \u00a0Datasets\u201d,\u00a0\u00a0 \u00a0Stanford\u00a0\u00a0 \u00a0University,\u00a0\u00a0 \u00a02011\u00a0\u00a0 \u00a0<\/strong><\/td>\n<\/tr>\n
      Pemanfaatan \u00a0\u00a0\u00a0\u00a0\u00a0 metode\u00a0\u00a0 \u00a0 \u00a0klasifikasi, \u00a0\u00a0\u00a0\u00a0\u00a0 clustering, \u00a0\u00a0\u00a0\u00a0\u00a0 asosiasi \u00a0\u00a0\u00a0\u00a0\u00a0 dan \u00a0\u00a0\u00a0\u00a0\u00a0 regresi \u00a0\u00a0\u00a0\u00a0\u00a0 untuk \u00a0\u00a0\u00a0\u00a0\u00a0 proses\u00a0\u00a0 \u00a0penggalian\u00a0\u00a0 \u00a0 dan\u00a0\u00a0 \u00a0 analisa \u00a0\u00a0\u00a0 data<\/td>\nLCD Projector<\/em>, Laptop \/ – \/ Han, \u00a0 Jiawei; \u00a0 Kamber, \u00a0 Micheline, \u00a0 \u201dDATA \u00a0 MINING\u00a0\u00a0 \u00a0 : \u00a0 CONCEPT \u00a0 AND\u00a0\u00a0 \u00a0 TECHNIQUES\u201d,\u00a0\u00a0 \u00a0Morgan\u00a0\u00a0 \u00a0Kauffman\u00a0\u00a0 \u00a0Pub,\u00a0\u00a0 \u00a02001\u00a0\u00a0 \u00a0<\/strong><\/td>\n<\/tr>\n
      Studi \u00a0 \u00a0kasus \u00a0 \u00a0permasalahan\u00a0\u00a0\u00a0\u00a0\u00a0 dan \u00a0 \u00a0mahasiswa \u00a0 \u00a0 akan \u00a0 \u00a0 \u00a0 menganalisis \u00a0 serta menyelesaikan\u00a0\u00a0 \u00a0permasalahan\u00a0\u00a0 \u00a0 tersebut \u00a0 dengan\u00a0\u00a0 \u00a0 membuat \u00a0 sebuah \u00a0 sistem\u00a0\u00a0 \u00a0 yang \u00a0 mampu \u00a0 memberikan \u00a0 solusi \u00a0 berdasarkan\u00a0\u00a0 \u00a0proses menemukan\u00a0\u00a0 \u00a0pola\u00a0\u00a0 \u00a0yang\u00a0\u00a0 \u00a0ada \u00a0 di\u00a0\u00a0 \u00a0sebuah\u00a0\u00a0 \u00a0data.<\/td>\nLCD Projector<\/em>, Laptop \/ – \/ Han, \u00a0 Jiawei; \u00a0 Kamber, \u00a0 Micheline, \u00a0 \u201dDATA \u00a0 MINING\u00a0\u00a0 \u00a0 : \u00a0 CONCEPT \u00a0 AND\u00a0\u00a0 \u00a0 TECHNIQUES\u201d,\u00a0\u00a0 \u00a0Morgan\u00a0\u00a0 \u00a0Kauffman\u00a0\u00a0 \u00a0Pub,\u00a0\u00a0 \u00a02001\u00a0\u00a0 \u00a0<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      Download Silabus<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

      SILABUS MATA KULIAH Program Studi \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 Teknik Informatika Kode \/ Nama Mata Kuliah\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 16067306 \/ Data Mining Jumlah SKS \/ Semseter\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 3 SKS \/ VII Mata Kuliah Pra Syarat\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 :\u00a0\u00a0\u00a0 Statistik untuk Komputasi, Kecerdasan Komputasional Capaian Pembelajaran Lulusan\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 : Mampu \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0mengidentifikasi, \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0menganalisis \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \u00a0dan \u00a0 \u00a0 \u00a0 \u00a0 menyelesaikan \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0…<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[44],"tags":[58,59,60,61],"class_list":["post-452","post","type-post","status-publish","format-standard","hentry","category-silabus","tag-asosiasi","tag-clustering","tag-data-mining","tag-klasifikasi"],"_links":{"self":[{"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/posts\/452","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/comments?post=452"}],"version-history":[{"count":0,"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/posts\/452\/revisions"}],"wp:attachment":[{"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/media?parent=452"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/categories?post=452"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itats.ac.id\/teknikinformatika\/wp-json\/wp\/v2\/tags?post=452"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}