{"id":8518,"date":"2025-01-03T16:45:12","date_gmt":"2025-01-03T13:45:12","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/"},"modified":"2025-01-03T16:45:12","modified_gmt":"2025-01-03T13:45:12","slug":"birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/","title":{"rendered":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem"},"content":{"rendered":"<p><body><\/p>\n<p>Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem<\/p>\n<p>Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir.  \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir.  Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.<\/p>\n<h2>Temel Kavramlar<\/h2>\n<p>Birliktelik kurallar\u0131 \u00f6\u011frenmesinin temel kavramlar\u0131 \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Destek (Support):<\/strong> Birliktelik kural\u0131n\u0131n veri k\u00fcmesinde ne s\u0131kl\u0131kla ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131 g\u00f6sterir.  Y\u00fcksek destek de\u011feri, kural\u0131n veri k\u00fcmesinde yayg\u0131n oldu\u011funu g\u00f6sterir.<\/li>\n<li><strong>G\u00fcven (Confidence):<\/strong> Birliktelik kural\u0131n\u0131n \u00f6nc\u00fcl\u00fcn\u00fcn do\u011fru oldu\u011fu durumlarda sonucun da do\u011fru olma olas\u0131l\u0131\u011f\u0131n\u0131 g\u00f6sterir. Y\u00fcksek g\u00fcven de\u011feri, kural\u0131n g\u00fc\u00e7l\u00fc bir \u00f6ng\u00f6r\u00fcc\u00fc oldu\u011funu g\u00f6sterir.<\/li>\n<li><strong>Kald\u0131rma (Lift):<\/strong> Birliktelik kural\u0131n\u0131n \u00f6nc\u00fcl\u00fcn\u00fcn ve sonucunun birbirinden ba\u011f\u0131ms\u0131z olarak ortaya \u00e7\u0131kma olas\u0131l\u0131klar\u0131na g\u00f6re, bu ikisinin birlikte ortaya \u00e7\u0131kma olas\u0131l\u0131\u011f\u0131n\u0131 g\u00f6sterir. Kald\u0131rma de\u011feri 1&#8217;den b\u00fcy\u00fckse, \u00f6nc\u00fcl ve sonu\u00e7 aras\u0131nda pozitif bir ili\u015fki vard\u0131r.<\/li>\n<\/ul>\n<p>Bu \u00fc\u00e7 metrik, birliktelik kurallar\u0131n\u0131n anlaml\u0131l\u0131\u011f\u0131n\u0131 de\u011ferlendirmek i\u00e7in kullan\u0131l\u0131r.  \u00d6rne\u011fin, y\u00fcksek destek ve g\u00fcven de\u011ferine sahip bir kural, i\u015fletmeler i\u00e7in daha de\u011ferlidir.<\/p>\n<h2>\u00d6nemli Algoritmalar<\/h2>\n<p>Birliktelik kurallar\u0131 \u00f6\u011frenmek i\u00e7in \u00e7e\u015fitli algoritmalar geli\u015ftirilmi\u015ftir. \u0130ki en yayg\u0131n kullan\u0131lan algoritma \u015funlard\u0131r:<\/p>\n<ul>\n<li><strong>Apriori Algoritmas\u0131:<\/strong>  Bu algoritma, destek \u00f6l\u00e7\u00fct\u00fcn\u00fc kullanarak aday birliktelik kurallar\u0131n\u0131 olu\u015fturur ve bunlar\u0131n destek ve g\u00fcven de\u011ferlerini hesaplar.  Hesaplama yo\u011fun bir algoritmad\u0131r, \u00f6zellikle b\u00fcy\u00fck veri k\u00fcmeleri i\u00e7in performans sorunlar\u0131 ya\u015fanabilir.<\/li>\n<li><strong>FP-Growth Algoritmas\u0131:<\/strong> Apriori algoritmas\u0131na g\u00f6re daha verimli olan bu algoritma, s\u0131k \u00f6\u011fe k\u00fcmelerini bulmak i\u00e7in s\u0131k \u00f6\u011fe a\u011fac\u0131 (Frequent Pattern Tree) kullan\u0131r. B\u00fcy\u00fck veri k\u00fcmeleri i\u00e7in Apriori algoritmas\u0131ndan daha h\u0131zl\u0131 ve daha etkilidir.<\/li>\n<\/ul>\n<p>Her iki algoritman\u0131n da kendine \u00f6zg\u00fc avantajlar\u0131 ve dezavantajlar\u0131 vard\u0131r.  Veri k\u00fcmesinin b\u00fcy\u00fckl\u00fc\u011f\u00fc ve yap\u0131s\u0131na ba\u011fl\u0131 olarak, en uygun algoritma se\u00e7ilmelidir.  Daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/dev.to\/victoralando\/association-rule-learning-27k2\" target=\"_blank\">bu kayna\u011fa<\/a> bakabilirsiniz.<\/p>\n<h2>Uygulama Alanlar\u0131<\/h2>\n<p>Birliktelik kurallar\u0131 \u00f6\u011frenme, bir\u00e7ok farkl\u0131 alanda kullan\u0131l\u0131r.  \u00d6rne\u011fin:<\/p>\n<ul>\n<li><strong>Market Sepeti Analizi:<\/strong>  S\u00fcpermarketlerde hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek ve pazarlama stratejilerini optimize etmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Web Analiti\u011fi:<\/strong> Web sitelerinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini belirlemek ve kullan\u0131c\u0131 deneyimini iyile\u015ftirmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Sa\u011fl\u0131k Bilimleri:<\/strong> Hastal\u0131klar\u0131n nedenlerini belirlemek ve tedavi y\u00f6ntemlerini geli\u015ftirmek i\u00e7in kullan\u0131l\u0131r.<\/li>\n<li><strong>Finans:<\/strong>  Doland\u0131r\u0131c\u0131l\u0131k tespiti ve risk y\u00f6netimi i\u00e7in kullan\u0131l\u0131r.<\/li>\n<\/ul>\n<p>Bu sadece birka\u00e7 \u00f6rnektir. Birliktelik kurallar\u0131 \u00f6\u011frenmenin uygulama alanlar\u0131 olduk\u00e7a geni\u015ftir ve s\u00fcrekli olarak yeni alanlarda kullan\u0131lmaktad\u0131r.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Birliktelik kurallar\u0131 \u00f6\u011frenme, b\u00fcy\u00fck veri k\u00fcmelerindeki gizli ili\u015fkileri ortaya \u00e7\u0131karmak i\u00e7in g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r.  Apriori ve FP-Growth gibi etkili algoritmalar kullan\u0131larak, i\u015fletmeler ve ara\u015ft\u0131rmac\u0131lar de\u011ferli bilgiler elde edebilir ve daha iyi kararlar alabilirler.  Bu teknik, veri odakl\u0131 bir d\u00fcnyada giderek daha \u00f6nemli hale gelmektedir. Daha fazla bilgi i\u00e7in kendi web sitemi <a href=\"https:\/\/fatihsoysal.com\" target=\"_blank\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n<p>#Etiketler<br \/>\nBirliktelik Kurallar\u0131 \u00d6\u011frenme, Association Rule Learning, Veri Madencili\u011fi, Apriori Algoritmas\u0131, FP-Growth Algoritmas\u0131, Market Sepeti Analizi, Destek, G\u00fcven, Kald\u0131rma, Veri Analizi, Pazarlama Stratejileri,  Web Analiti\u011fi,  Sa\u011fl\u0131k Bilimleri, Finans<br \/>\n<\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-8518","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem<\/title>\n<meta name=\"description\" content=\"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem\" \/>\n<meta property=\"og:description\" content=\"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-03T13:45:12+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem\",\"datePublished\":\"2025-01-03T13:45:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\"},\"wordCount\":672,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\",\"name\":\"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-01-03T13:45:12+00:00\",\"description\":\"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem","description":"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.","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:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/","og_locale":"tr_TR","og_type":"article","og_title":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem","og_description":"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.","og_url":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-01-03T13:45:12+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"3 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem","datePublished":"2025-01-03T13:45:12+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/"},"wordCount":672,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/","url":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/","name":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-01-03T13:45:12+00:00","description":"Veri madencili\u011finin \u00f6nemli bir par\u00e7as\u0131 olan Birliktelik Kurallar\u0131 \u00d6\u011frenme (Association Rule Learning), b\u00fcy\u00fck veri k\u00fcmelerindeki \u00f6\u011feler aras\u0131ndaki ili\u015fkileri ke\u015ffetmek i\u00e7in kullan\u0131lan bir tekniktir. \u00d6rne\u011fin, bir s\u00fcpermarkette hangi \u00fcr\u00fcnlerin birlikte sat\u0131n al\u0131nd\u0131\u011f\u0131n\u0131 belirlemek veya bir web sitesinde hangi sayfalar\u0131n birlikte ziyaret edildi\u011fini anlamak i\u00e7in kullan\u0131labilir. Bu teknik, i\u015fletmelerin pazarlama stratejilerini optimize etmelerine, \u00fcr\u00fcn yerle\u015fimlerini iyile\u015ftirmelerine ve m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olur.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/birliktelik-kurallari-ogrenme-veri-madenciliginde-guclu-bir-yontem\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Birliktelik Kurallar\u0131 \u00d6\u011frenme: Veri Madencili\u011finde G\u00fc\u00e7l\u00fc Bir Y\u00f6ntem"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/8518","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=8518"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/8518\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=8518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=8518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=8518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}