{"id":9509,"date":"2021-11-04T15:40:02","date_gmt":"2021-11-04T08:40:02","guid":{"rendered":"https:\/\/binus.ac.id\/malang\/?p=9509"},"modified":"2021-11-04T15:40:02","modified_gmt":"2021-11-04T08:40:02","slug":"pemodelan-data-longitudinal","status":"publish","type":"post","link":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/","title":{"rendered":"Pemodelan Data Longitudinal"},"content":{"rendered":"

Terdapat tiga pemodelan untuk data longitudinal, antara lain marginal model<\/em>, transition model<\/em>, dan random effects model<\/em>.<\/p>\n

    \n
  1. The Marginal Model<\/em><\/strong><\/li>\n<\/ol>\n

    Terdapat dua pendekatan pada pemodelan marginal, yaitu marginal mean<\/em> \u00a0dan marginal covariance<\/em> . Diasumsikan bahwa diketahui struktur untuk korelasi antar sampel pengukuran. Dua generalisasi dari diagonal matriks kovarians (dalam kasus pengukuran yang tidak berkorelasi) adalah struktur korelasi Uniform dan Eksponensial. Pemodelan mean<\/em> dan covariance<\/em> memiliki kelebihan untuk membuat kesimpulan yang valid dari \u00a0ketika salah mengasumsikan struktur korelasi.<\/p>\n

      \n
    1. The Transition Model<\/em><\/strong><\/li>\n<\/ol>\n

      Dalam transition model<\/em>, mengkombinasikan asumsi dependen dari Yi <\/sub><\/em>dan xi<\/sub>t <\/em>dan korelasi Yi \u00a0<\/sub><\/em>yang diulang ke dalam satu persamaan. Ide dasar dari pemodelan ini adalah bahwa korelasi dalam sampel muncul karena satu respon adalah explicity<\/em> yang disebabkan oleh yang lainnya, , sebagai fungsi eksplisit dari xi<\/sub>t<\/em> dan pengamatan-pengamatan yang lain pada sampel yang sama. Fungsi Hit<\/sub><\/em> adalah fungsi dari , di mana \u00a0adalah sekumpulan observasi pada sampel ke-i<\/em> dan waktu ke-t.<\/em><\/p>\n

      \u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 Tujuan dari transition model<\/em> untuk data longitudinal adalah mengurangi sekumpulan \u00a0ke dalam observasi sebelum waktu ke-t<\/em>, . Contoh dari transition model<\/em> adalah order pertama dari model autoregressive<\/em> di mana \u00a0bergantung pada masa lalu Yi<\/sub><\/em>, yang hanya melalui pengukuran sebelumnya, . Sebagai catatan bahwa matriks kovarians untuk \u00a0pada kasus ini berhubungan dengan model marginal dengan struktur korelasi Eksponensial.<\/p>\n

        \n
      1. The Random Effect Model<\/em><\/strong><\/li>\n<\/ol>\n

        Pada pemodelan ini, diasumsikan bahwa korelasi antar sampel berasal dari variabel yang tidak teramati. Terdapat efek random yang menunjukkan faktor yang tidak teramati untuk semua respon untuk sampel tertentu. Efek random ini bervariasi antar sampel (Laird and Ware, 1982). Dengan menggunakan Generalized Linear Models<\/em> (GLMs), diasumsikan bahwa variabel yang tidak teramati \u00a0dan respon independen dari distribusi keluarga Eksponensial.<\/p>\n","protected":false},"excerpt":{"rendered":"

        Terdapat tiga pemodelan untuk data longitudinal, antara lain marginal model, transition model, dan random effects model. The Marginal Model Terdapat dua pendekatan pada pemodelan marginal, yaitu marginal mean \u00a0dan marginal covariance . Diasumsikan bahwa diketahui struktur untuk korelasi antar sampel pengukuran. Dua generalisasi dari diagonal matriks kovarians (dalam kasus pengukuran yang tidak berkorelasi) adalah struktur […]<\/p>\n","protected":false},"author":19,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[],"class_list":["post-9509","post","type-post","status-publish","format-standard","hentry","category-computer-science"],"yoast_head":"\nPemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang<\/title>\n<meta name=\"description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"og:description\" content=\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\" \/>\n<meta property=\"og:site_name\" content=\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\" \/>\n<meta property=\"article:published_time\" content=\"2021-11-04T08:40:02+00:00\" \/>\n<meta name=\"author\" content=\"informatics\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"informatics\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\"},\"author\":{\"name\":\"informatics\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\"},\"headline\":\"Pemodelan Data Longitudinal\",\"datePublished\":\"2021-11-04T08:40:02+00:00\",\"dateModified\":\"2021-11-04T08:40:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\"},\"wordCount\":266,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"articleSection\":[\"Computer Science\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\",\"name\":\"Pemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"isPartOf\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\"},\"datePublished\":\"2021-11-04T08:40:02+00:00\",\"dateModified\":\"2021-11-04T08:40:02+00:00\",\"description\":\"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.\",\"breadcrumb\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/binus.ac.id\/malang\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pemodelan Data Longitudinal\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#website\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"name\":\"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang\",\"description\":\"BINUS UNIVERSITY\",\"publisher\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/binus.ac.id\/malang\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#organization\",\"name\":\"BINUS UNIVERSITY\",\"url\":\"https:\/\/binus.ac.id\/malang\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"contentUrl\":\"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png\",\"width\":140,\"height\":84,\"caption\":\"BINUS UNIVERSITY\"},\"image\":{\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183\",\"name\":\"informatics\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g\",\"caption\":\"informatics\"},\"url\":\"https:\/\/binus.ac.id\/malang\/author\/informatics\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Pemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","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:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/","og_locale":"en_US","og_type":"article","og_title":"Pemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","og_description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","og_url":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/","og_site_name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","article_published_time":"2021-11-04T08:40:02+00:00","author":"informatics","twitter_card":"summary_large_image","twitter_misc":{"Written by":"informatics","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#article","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/"},"author":{"name":"informatics","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183"},"headline":"Pemodelan Data Longitudinal","datePublished":"2021-11-04T08:40:02+00:00","dateModified":"2021-11-04T08:40:02+00:00","mainEntityOfPage":{"@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/"},"wordCount":266,"commentCount":0,"publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"articleSection":["Computer Science"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/","url":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/","name":"Pemodelan Data Longitudinal | BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","isPartOf":{"@id":"https:\/\/binus.ac.id\/malang\/#website"},"datePublished":"2021-11-04T08:40:02+00:00","dateModified":"2021-11-04T08:40:02+00:00","description":"BINUS University Malang Merupakan Universitas Terbaik di Malang dengan Program Computer Science, Entrepreneurship Bussiness Creation, Computer Science, Interior Design, Communication, Public Relations, Visual Communication Design.","breadcrumb":{"@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/binus.ac.id\/malang\/2021\/11\/pemodelan-data-longitudinal\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/binus.ac.id\/malang\/"},{"@type":"ListItem","position":2,"name":"Pemodelan Data Longitudinal"}]},{"@type":"WebSite","@id":"https:\/\/binus.ac.id\/malang\/#website","url":"https:\/\/binus.ac.id\/malang\/","name":"BINUS UNIVERSITY MALANG | Pilihan Universitas Terbaik di Malang","description":"BINUS UNIVERSITY","publisher":{"@id":"https:\/\/binus.ac.id\/malang\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/binus.ac.id\/malang\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/binus.ac.id\/malang\/#organization","name":"BINUS UNIVERSITY","url":"https:\/\/binus.ac.id\/malang\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/","url":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","contentUrl":"https:\/\/binus.ac.id\/malang\/wp-content\/uploads\/2019\/07\/site-logo.png","width":140,"height":84,"caption":"BINUS UNIVERSITY"},"image":{"@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/82104d3e6f72d20991a92c10c2e7b183","name":"informatics","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/binus.ac.id\/malang\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/42be0c661cdbdcdd941bf5610126b17508883f5bb40e38bd6242084edb497351?s=96&d=mm&r=g","caption":"informatics"},"url":"https:\/\/binus.ac.id\/malang\/author\/informatics\/"}]}},"_links":{"self":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/9509","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/users\/19"}],"replies":[{"embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/comments?post=9509"}],"version-history":[{"count":1,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/9509\/revisions"}],"predecessor-version":[{"id":9510,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/posts\/9509\/revisions\/9510"}],"wp:attachment":[{"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/media?parent=9509"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/categories?post=9509"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/binus.ac.id\/malang\/wp-json\/wp\/v2\/tags?post=9509"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}