{"id":1432,"date":"2023-07-26T10:15:39","date_gmt":"2023-07-26T10:15:39","guid":{"rendered":"https:\/\/statorials.org\/tr\/yuksek-boyutlu-veriler\/"},"modified":"2023-07-26T10:15:39","modified_gmt":"2023-07-26T10:15:39","slug":"yuksek-boyutlu-veriler","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/yuksek-boyutlu-veriler\/","title":{"rendered":"Y\u00fcksek boyutlu veri nedir? (tan\u0131m ve \u00f6rnekler)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Y\u00fcksek boyutlu veriler,<\/strong> <em>p<\/em> \u00f6zellik say\u0131s\u0131n\u0131n <a href=\"https:\/\/statorials.org\/tr\/istatistikte-gozlem\/\" target=\"_blank\" rel=\"noopener\">g\u00f6zlem<\/a> say\u0131s\u0131ndan <em>N<\/em> daha b\u00fcy\u00fck oldu\u011fu ve genellikle<\/span> <span style=\"color: #000000;\"><em>p<\/em> &gt;&gt; <em>N<\/em><\/span> olarak yaz\u0131lan bir veri k\u00fcmesini ifade eder.<\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, <em>p<\/em> = 6 \u00f6zelli\u011fe ve yaln\u0131zca <em>N<\/em> = 3 g\u00f6zleme sahip bir veri seti, \u00f6zelliklerin say\u0131s\u0131 g\u00f6zlem say\u0131s\u0131ndan daha fazla oldu\u011fu i\u00e7in y\u00fcksek boyutlu veri olarak kabul edilecektir.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-14165 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/hautedim1.png\" alt=\"Y\u00fcksek boyutlu veriler\" width=\"593\" height=\"154\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0130nsanlar\u0131n yapt\u0131\u011f\u0131 yayg\u0131n bir hata, &#8220;y\u00fcksek boyutlu verinin&#8221; yaln\u0131zca bir\u00e7ok \u00f6zelli\u011fe sahip bir veri seti anlam\u0131na geldi\u011fini varsaymakt\u0131r. Ancak bu yanl\u0131\u015ft\u0131r. Bir veri seti 10.000 \u00f6zellik i\u00e7erebilir ancak 100.000 g\u00f6zlem i\u00e7eriyorsa y\u00fcksek boyutlu de\u011fildir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em><strong>Not:<\/strong> Y\u00fcksek boyutlu verilerin ard\u0131ndaki matemati\u011fin derinlemesine bir tart\u0131\u015fmas\u0131 i\u00e7in <a href=\"https:\/\/web.stanford.edu\/~hastie\/Papers\/ESLII.pdf\" target=\"_blank\" rel=\"noopener\">\u0130statistiksel \u00d6\u011frenmenin Unsurlar\u0131<\/a> B\u00f6l\u00fcm 18&#8217;e bak\u0131n.<\/em><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Y\u00fcksek boyutlu veriler neden bir sorundur?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bir veri k\u00fcmesindeki \u00f6zelliklerin say\u0131s\u0131 g\u00f6zlem say\u0131s\u0131n\u0131 a\u015ft\u0131\u011f\u0131nda hi\u00e7bir zaman deterministik bir cevaba sahip olamayaca\u011f\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ba\u015fka bir deyi\u015fle, yorday\u0131c\u0131 de\u011fi\u015fkenler ile <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener\">yan\u0131t de\u011fi\u015fkeni<\/a> aras\u0131ndaki ili\u015fkiyi tan\u0131mlayabilecek bir model bulmak imkans\u0131z hale geliyor \u00e7\u00fcnk\u00fc modeli e\u011fitmek i\u00e7in yeterli g\u00f6zlemimiz yok.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Y\u00fcksek boyutlu veri \u00f6rnekleri<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnekler farkl\u0131 alanlardaki y\u00fcksek boyutlu veri k\u00fcmelerini g\u00f6stermektedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: Sa\u011fl\u0131k verileri<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Y\u00fcksek boyutlu veriler, belirli bir ki\u015fiye ait \u00f6zelliklerin say\u0131s\u0131n\u0131n \u00e7ok fazla olabilece\u011fi sa\u011fl\u0131k hizmeti veri k\u00fcmelerinde yayg\u0131nd\u0131r (\u00f6rn. kan bas\u0131nc\u0131, dinlenme kalp at\u0131\u015f h\u0131z\u0131, ba\u011f\u0131\u015f\u0131kl\u0131k sistemi durumu, ameliyat ge\u00e7mi\u015fi, boy, kilo, mevcut ko\u015fullar, vb.).<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu veri setlerinde \u00f6zellik say\u0131s\u0131n\u0131n g\u00f6zlem say\u0131s\u0131ndan daha fazla olmas\u0131 yayg\u0131nd\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-14166 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/hautedim2.png\" alt=\"Y\u00fcksek boyutlu verilere \u00f6rnek\" width=\"643\" height=\"140\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: finansal veriler<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Y\u00fcksek boyutlu veriler, belirli bir hisse senedine ili\u015fkin \u00f6zellik say\u0131s\u0131n\u0131n olduk\u00e7a b\u00fcy\u00fck olabildi\u011fi finansal veri k\u00fcmelerinde de yayg\u0131nd\u0131r (yani PE oran\u0131, piyasa de\u011feri, i\u015flem hacmi, temett\u00fc oran\u0131 vb.)<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu t\u00fcr veri k\u00fcmelerinde varl\u0131k say\u0131s\u0131n\u0131n bireysel eylem say\u0131s\u0131ndan \u00e7ok daha fazla olmas\u0131 yayg\u0131nd\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-14167 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/hautedim3.png\" alt=\"\" width=\"623\" height=\"125\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 3: Genomik<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Belirli bir bireyin genetik \u00f6zelliklerinin say\u0131s\u0131n\u0131n \u00e7ok fazla olabilece\u011fi genomik alan\u0131nda da y\u00fcksek boyutlu veriler yayg\u0131nd\u0131r.<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-14168 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/hautedim4.png\" alt=\"\" width=\"662\" height=\"117\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>B\u00fcy\u00fck veriler nas\u0131l i\u015flenir<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Y\u00fcksek boyutlu verileri i\u015flemenin iki yayg\u0131n yolu vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Daha az \u00f6zellik eklemeyi se\u00e7in.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Y\u00fcksek boyutlu verilerle u\u011fra\u015fmaktan ka\u00e7\u0131nman\u0131n en belirgin yolu, veri setine daha az \u00f6zellik eklemektir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir veri k\u00fcmesinden hangi \u00f6zelliklerin kald\u0131r\u0131laca\u011f\u0131na karar vermenin birka\u00e7 yolu vard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Bir\u00e7ok eksik de\u011feri olan \u00f6zellikleri kald\u0131r\u0131n:<\/strong> Bir veri k\u00fcmesindeki belirli bir s\u00fctunda bir\u00e7ok eksik de\u011fer varsa, fazla bilgi kaybetmeden onu tamamen kald\u0131rabilirsiniz.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>D\u00fc\u015f\u00fck varyansl\u0131 \u00f6zellikleri kald\u0131r\u0131n:<\/strong> Bir veri k\u00fcmesindeki belirli bir s\u00fctun, \u00e7ok az de\u011fi\u015fen de\u011ferlere sahipse, bir yan\u0131t de\u011fi\u015fkeni hakk\u0131nda di\u011fer \u00f6zelliklerden daha fazla yararl\u0131 bilgi sunma olas\u0131l\u0131\u011f\u0131 d\u00fc\u015f\u00fck oldu\u011fundan, onu kald\u0131rabilirsiniz.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Yan\u0131t de\u011fi\u015fkeniyle d\u00fc\u015f\u00fck korelasyona sahip \u00f6zellikleri kald\u0131r\u0131n:<\/strong> Belirli bir \u00f6zellik, ilgilendi\u011finiz yan\u0131t de\u011fi\u015fkeniyle y\u00fcksek d\u00fczeyde korelasyona sahip de\u011filse, muhtemelen onu veri k\u00fcmesinden kald\u0131rabilirsiniz, \u00e7\u00fcnk\u00fc bunun bir modelde yararl\u0131 bir \u00f6zellik olmas\u0131 pek olas\u0131 de\u011fildir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>2. Bir d\u00fczenleme y\u00f6ntemi kullan\u0131n.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Veri k\u00fcmesinden \u00f6zellikleri kald\u0131rmadan y\u00fcksek boyutlu verileri i\u015flemenin ba\u015fka bir yolu da a\u015fa\u011f\u0131daki gibi bir d\u00fczenleme tekni\u011fi kullanmakt\u0131r:<\/span><\/p>\n<ul>\n<li> <a href=\"https:\/\/statorials.org\/tr\/rde-temel-bilesen-analizi\/\" target=\"_blank\" rel=\"noopener\">Temel bile\u015fenler Analizi<\/a><\/li>\n<li> <a href=\"https:\/\/statorials.org\/tr\/temel-bilesenler-regresyonu\/\" target=\"_blank\" rel=\"noopener\">Temel bile\u015fenler regresyonu<\/a><\/li>\n<li> <a href=\"https:\/\/statorials.org\/tr\/sirtin-gerilemesi\/\" target=\"_blank\" rel=\"noopener\">Zirve regresyonu<\/a><\/li>\n<li> <a href=\"https:\/\/statorials.org\/tr\/kement-regresyonu\/\" target=\"_blank\" rel=\"noopener\">Kement regresyonu<\/a><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu tekniklerin her biri, y\u00fcksek boyutlu verileri verimli bir \u015fekilde i\u015flemek i\u00e7in kullan\u0131labilir.<\/span><\/p>\n<hr>\n<p> <span style=\"color: #000000;\"><em>T\u00fcm istatistiksel makine \u00f6\u011frenimi e\u011fitimlerinin tam listesini bu sayfada bulabilirsiniz.<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Y\u00fcksek boyutlu veriler, p \u00f6zellik say\u0131s\u0131n\u0131n g\u00f6zlem say\u0131s\u0131ndan N daha b\u00fcy\u00fck oldu\u011fu ve genellikle p &gt;&gt; N olarak yaz\u0131lan bir veri k\u00fcmesini ifade eder. \u00d6rne\u011fin, p = 6 \u00f6zelli\u011fe ve yaln\u0131zca N = 3 g\u00f6zleme sahip bir veri seti, \u00f6zelliklerin say\u0131s\u0131 g\u00f6zlem say\u0131s\u0131ndan daha fazla oldu\u011fu i\u00e7in y\u00fcksek boyutlu veri olarak kabul edilecektir. \u0130nsanlar\u0131n yapt\u0131\u011f\u0131 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1432","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Y\u00fcksek boyutlu veri nedir? 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(tan\u0131m ve \u00f6rnekler)"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/tr\/#website","url":"https:\/\/statorials.org\/tr\/","name":"Statorials","description":"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/tr\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"tr"},{"@type":"Person","@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48","name":"Dr.benjamin anderson","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"Dr.benjamin anderson"},"description":"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. Daha fazlas\u0131n\u0131 bil","sameAs":["https:\/\/statorials.org\/tr"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/comments?post=1432"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/1432\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=1432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=1432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=1432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}