{"id":12222,"date":"2014-09-01T20:37:59","date_gmt":"2014-09-01T17:37:59","guid":{"rendered":"http:\/\/109.232.216.219\/~bilimvegelecek\/?p=12222"},"modified":"2018-05-10T16:05:54","modified_gmt":"2018-05-10T13:05:54","slug":"yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi","status":"publish","type":"post","link":"https:\/\/bilimvegelecek.com.tr\/index.php\/2014\/09\/01\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi","title":{"rendered":"Yapay zek\u00e2 Beatles\u2019\u0131n m\u00fcziksel geli\u015fimini \u00e7\u00f6z\u00fcmledi"},"content":{"rendered":"<p>M\u00fczikseverler ve ele\u015ftirmenler, Beatles\u2019\u0131n m\u00fczi\u011finin sadece birka\u00e7 y\u0131l i\u00e7inde b\u00fcy\u00fck bir de\u011fi\u015fime u\u011frad\u0131\u011f\u0131n\u0131 bilir. Fakat bug\u00fcne dek bu s\u00fcreci \u00f6l\u00e7en bilimsel bir \u00e7al\u0131\u015fma yap\u0131lmam\u0131\u015ft\u0131. Lawrence Teknoloji \u00dcniversitesi\u2019nden bilgisayar bilimcilerinin, Beatles\u2019\u0131n m\u00fczikal ilerlemesinin de incelenmesini sa\u011flayan, m\u00fczik stillerini analiz edip kar\u015f\u0131la\u015ft\u0131rabilen bir yapay zek\u00e2 algoritmas\u0131 geli\u015ftirmi\u015f olmalar\u0131 bu durumu de\u011fi\u015ftirebilir.<\/p>\n<p>Yard. Do\u00e7. Lior Shamir ve y\u00fcksek lisans \u00f6\u011frencisi Joe George daha \u00f6nce balinalar\u0131n ses ileti\u015fimini incelemek i\u00e7in olu\u015fturduklar\u0131 ses analiz teknolojisini geli\u015ftirerek, Beatles ve Queen, U2, ABBA ve Tears for Fears gibi pop\u00fcler m\u00fczik gruplar\u0131n\u0131n alb\u00fcmlerinin incelenmesine yard\u0131mc\u0131 olacak bir algoritma olu\u015fturdular. <em>Pattern Recognition Letters<\/em> dergisinin A\u011fustos say\u0131s\u0131nda yay\u0131mlanan \u00e7al\u0131\u015fma, Beatles m\u00fczi\u011finin yap\u0131s\u0131n\u0131n bir alb\u00fcmden di\u011ferine devaml\u0131 geli\u015fti\u011fini g\u00f6sterdi.<\/p>\n<p>Algoritma \u00f6ncelikle her \u015fark\u0131y\u0131 ses i\u00e7eri\u011finden g\u00f6rsel grafi\u011fe, yani spektrograma \u00e7evirerek \u00e7al\u0131\u015fmaya ba\u015fl\u0131yor. B\u00f6ylelikle ses analizi, bir g\u00f6rsel analiz s\u00fcrecine d\u00f6n\u00fc\u015f\u00fcyor. G\u00f6rsel analiz de, her bir m\u00fczik spektrogram\u0131n\u0131, g\u00f6rsel desen ve \u015fekilleri yakla\u015f\u0131k 3000 say\u0131sal g\u00f6sterge toplam\u0131na \u00e7eviren kapsaml\u0131 algoritmalar uygulanarak yap\u0131l\u0131yor. Daha sonraki a\u015famada, istatiksel y\u00f6ntemler kullan\u0131l\u0131p, \u015fekil benzerlikleri \u00fczerinden tan\u0131mlama yap\u0131larak farkl\u0131 m\u00fczik par\u00e7alar\u0131 aras\u0131ndaki benzerlikler \u00f6l\u00e7\u00fcl\u00fcyor.<\/p>\n<p>Pop\u00fcler m\u00fczikte alb\u00fcmler m\u00fczisyenlerin m\u00fczikal geli\u015fimlerindeki kilometre ta\u015flar\u0131 olarak g\u00f6r\u00fcl\u00fcr ve alb\u00fcmlerdeki \u015fark\u0131 toplam\u0131 bir m\u00fczik grubunun geli\u015fiminin \u00f6l\u00e7\u00fcm\u00fcn\u00fc yapabilmek i\u00e7in yeterli veriyi sa\u011flar.<\/p>\n<p>LTU\u2019daki \u00e7al\u0131\u015fma Beatles\u2019\u0131n B\u00fcy\u00fck Britanya\u2019da \u00e7\u0131kan 13 st\u00fcdyo alb\u00fcm\u00fcnden, her biri ba\u015fka alb\u00fcmlerde olmak \u00fczere, 11 fakl\u0131 \u015fark\u0131y\u0131 analiz etti ve t\u00fcm \u015fark\u0131lar\u0131n analiz edilen di\u011fer \u015fark\u0131larla benzerlikleri \u00f6l\u00e7\u00fcld\u00fc. Sonras\u0131nda her bir \u015fark\u0131n\u0131n analiz sonucu, alb\u00fcmler aras\u0131ndaki benzerlikleri kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131ld\u0131. Algoritma taraf\u0131ndan yap\u0131lan alb\u00fcmlerin otomatik s\u0131ralan\u0131\u015f\u0131 ile her alb\u00fcm\u00fcn kaydedili\u015f tarihlerinin olu\u015fturdu\u011fu kronolojik s\u0131ra birbiriyle \u00e7ak\u0131\u015ft\u0131. Bu s\u0131ra ilk alb\u00fcm olan <em>Please, Please Me<\/em> ile ba\u015flay\u0131p sonraki erken d\u00f6nem alb\u00fcmleri olan <em>Withthe Beatles<\/em>, <em>Beatles for Sale<\/em> ve <em>A Hard Day\u2019s Night<\/em> ile devam eder.<\/p>\n<p>Alb\u00fcm s\u0131ralan\u0131\u015f\u0131n\u0131n otomatik ortakl\u0131\u011f\u0131, bilgisayar algoritmas\u0131n\u0131n ilk alb\u00fcm olan <em>Please, Please Me<\/em>\u2019de yer alan \u015fark\u0131lar\u0131n ikinci alb\u00fcm olan <em>Withthe Beatles<\/em> alb\u00fcm\u00fcndeki \u015fark\u0131larla en y\u00fcksek benzerlikte oldu\u011funa, kaydedilen son alb\u00fcm olan <em>Abbey Road<\/em> alb\u00fcm\u00fcndeki \u015fark\u0131larla da en az benzerlikte oldu\u011funa karar verdi\u011fini g\u00f6sterdi. S\u0131ran\u0131n devam\u0131n\u0131 algoritma <em>Help!<\/em>, <em>Rubber Soul<\/em>, <em>Revolver<\/em>, <em>Sergeant Pepper\u2019s Lonely Hearts Club Band<\/em>, <em>Magical Mystery Tour<\/em>, <em>Yellow Submarine<\/em> ve <em>The Beatles<\/em> (<em>The White Album<\/em>) alb\u00fcmlerini koyarak olu\u015fturdu. <em>Let It Be<\/em> alb\u00fcm\u00fc piyasaya \u00e7\u0131kan son alb\u00fcm olmas\u0131na ra\u011fmen, algoritma alb\u00fcmdeki \u015fark\u0131lar\u0131n <em>Abbey Road<\/em> alb\u00fcm\u00fcndeki \u015fark\u0131lardan daha \u00f6nce kaydedildi\u011fini de saptad\u0131.<\/p>\n<p>Shamir, Beatles hayran\u0131 olmayan insanlar\u0131n <em>Help!<\/em> alb\u00fcm\u00fcn\u00fcn <em>Rubber Soul<\/em> alb\u00fcm\u00fcnden \u00f6nce kaydedildi\u011fini bilemeyeceklerini, ama olu\u015fturulan algoritman\u0131n bunu saptayabildi\u011fini belirterek, deneyin yapay zek\u00e2n\u0131n pop\u00fcler m\u00fczik alb\u00fcmlerini tamamen farkl\u0131 bir yolla dinleyerek m\u00fczikal anlamda ger\u00e7ekle\u015fen de\u011fi\u015fim ve geli\u015fimi saptayabildi\u011fini s\u00f6yl\u00fcyor.<\/p>\n<p>Bilgisayar algoritmas\u0131, sadece ses verilerini analiz ederek, \u00e7al\u0131\u015fmadaki di\u011fer gruplar\u0131n alb\u00fcmlerinin de bir istisna d\u0131\u015f\u0131nda, kronolojik s\u0131ras\u0131n\u0131 belirleyebildi. 15 y\u0131l arayla \u00e7\u0131kan iki <em>Tears for Fears<\/em> alb\u00fcm\u00fc aras\u0131nda g\u00fc\u00e7l\u00fc benzerlikler saptand\u0131. Bu istisnai durum ise, 1989\u2019da \u00e7\u0131kan <em>Seeds of Love<\/em> alb\u00fcm\u00fcn\u00fcn grubun da\u011f\u0131lmas\u0131ndan \u00f6nceki son alb\u00fcm\u00fc olmas\u0131 ve 2004\u2019te \u00e7\u0131kan <em>Everybody Loves a Happy Ending<\/em> alb\u00fcm\u00fcn\u00fcn grubun tekrar bir araya gelmesinden sonra kaydedilmesiyle a\u00e7\u0131klanabilir. Queen \u00f6rne\u011finde ise bilgisayar, sadece alb\u00fcmleri kronolojik olarak s\u0131ralamakla kalmay\u0131p, alb\u00fcmleri Queen\u2019in m\u00fczikal kariyerindeki esas de\u011fi\u015fiklik olarak kabul g\u00f6ren <em>Hot Space<\/em> alb\u00fcm\u00fcnden \u00f6ncekiler ve sonrakiler olarak gruplad\u0131.<\/p>\n<p>Bu b\u00fcy\u00fck veri \u00e7a\u011f\u0131nda, bu ve benzeri algoritmalar m\u00fczik veri tabanlar\u0131n\u0131 ara\u015ft\u0131rmada ve organize etmede yard\u0131mc\u0131 olurken, bireysel bir dinleyicinin tercihleriyle \u00f6rt\u00fc\u015fen m\u00fczikleri de saptayabilir.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>M\u00fczikseverler ve ele\u015ftirmenler, Beatles\u2019\u0131n m\u00fczi\u011finin sadece birka\u00e7 y\u0131l i\u00e7inde b\u00fcy\u00fck bir de\u011fi\u015fime u\u011frad\u0131\u011f\u0131n\u0131 bilir. Fakat bug\u00fcne dek bu s\u00fcreci \u00f6l\u00e7en bilimsel bir \u00e7al\u0131\u015fma yap\u0131lmam\u0131\u015ft\u0131. Lawrence Teknoloji \u00dcniversitesi\u2019nden bilgisayar bilimcilerinin, Beatles\u2019\u0131n m\u00fczikal ilerlemesinin de incelenmesini sa\u011flayan, m\u00fczik stillerini analiz edip kar\u015f\u0131la\u015ft\u0131rabilen bir yapay zek\u00e2 algoritmas\u0131 geli\u015ftirmi\u015f olmalar\u0131 bu durumu de\u011fi\u015ftirebilir. Yard. Do\u00e7. Lior Shamir ve y\u00fcksek [&hellip;]<\/p>\n","protected":false},"author":749,"featured_media":12223,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[164,19,562,31],"tags":[2717,3183,400],"class_list":["post-12222","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-127-sayi","category-bilim-gundemi","category-sanat","category-teknoloji","tag-algoritmalar","tag-beatles","tag-yapay-zeka"],"acf":[],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.8 - aioseo.com -->\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Nihan Avc\u0131\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/bilimvegelecek.com.tr\/index.php\/2014\/09\/01\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.8\" \/>\n\t\t<meta property=\"og:locale\" content=\"tr_TR\" \/>\n\t\t<meta property=\"og:site_name\" content=\"Bilim ve Gelecek\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"Yapay zek\u00e2 Beatles\u2019\u0131n m\u00fcziksel geli\u015fimini \u00e7\u00f6z\u00fcmledi | Bilim ve Gelecek\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/bilimvegelecek.com.tr\/index.php\/2014\/09\/01\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi\" \/>\n\t\t<meta property=\"fb:app_id\" content=\"2104805563100892\" \/>\n\t\t<meta property=\"fb:admins\" content=\"1250955469\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/bilimvegelecek.com.tr\/wp-content\/uploads\/2017\/06\/Beatles-1.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/bilimvegelecek.com.tr\/wp-content\/uploads\/2017\/06\/Beatles-1.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2014-09-01T17:37:59+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2018-05-10T13:05:54+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/bilimvegelecekdergisi\/\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@bilimvegelecek\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Yapay zek\u00e2 Beatles\u2019\u0131n m\u00fcziksel geli\u015fimini \u00e7\u00f6z\u00fcmledi | Bilim ve Gelecek\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/bilimvegelecek.com.tr\/wp-content\/uploads\/2017\/06\/Beatles-1.jpg\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/index.php\\\/2014\\\/09\\\/01\\\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi#article\",\"name\":\"Yapay zek\\u00e2 Beatles\\u2019\\u0131n m\\u00fcziksel geli\\u015fimini \\u00e7\\u00f6z\\u00fcmledi | Bilim ve Gelecek\",\"headline\":\"Yapay zek\\u00e2 Beatles\\u2019\\u0131n m\\u00fcziksel geli\\u015fimini \\u00e7\\u00f6z\\u00fcmledi\",\"author\":{\"@id\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/index.php\\\/author\\\/navci#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/wp-content\\\/uploads\\\/2017\\\/06\\\/Beatles-1.jpg\",\"width\":800,\"height\":450},\"datePublished\":\"2014-09-01T20:37:59+03:00\",\"dateModified\":\"2018-05-10T16:05:54+03:00\",\"inLanguage\":\"tr-TR\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/index.php\\\/2014\\\/09\\\/01\\\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/bilimvegelecek.com.tr\\\/index.php\\\/2014\\\/09\\\/01\\\/yapay-zeka-beatlesin-muziksel-gelisimini-cozumledi#webpage\"},\"articleSection\":\"127. 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