{"id":3088,"date":"2024-04-04T12:46:26","date_gmt":"2024-04-04T12:46:26","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=3088"},"modified":"2026-02-27T08:20:53","modified_gmt":"2026-02-27T08:20:53","slug":"duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/","title":{"rendered":"Duygu Analizi Nedir, Kullan\u0131m Alanlar\u0131 ve Zorluklar\u0131"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3088\" class=\"elementor elementor-3088\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e97f16 e-con-full e-flex e-con e-parent\" data-id=\"6e97f16\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1865987 elementor-widget elementor-widget-text-editor\" data-id=\"1865987\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>M\u00fc\u015fteri geri bildirimlerini do\u011fru \u015fekilde analiz etmek ve kullanmak markalar\u0131n ba\u015far\u0131s\u0131 i\u00e7in kritik bir \u00f6neme sahiptir<\/b><span style=\"font-weight: 400;\"> \u00e7\u00fcnk\u00fc bu veri odakl\u0131 yakla\u015f\u0131m,<\/span><a href=\"https:\/\/artiwise.com\/tr\/2022\/01\/14\/musteri-memnuniyeti-nedir\/\"> <span style=\"font-weight: 400;\">m\u00fc\u015fteri memnuniyetinin artmas\u0131na<\/span><\/a><span style=\"font-weight: 400;\">, etkili<\/span><span style=\"font-weight: 400;\"> \u00fcr\u00fcn ve hizmetlerin<\/span><span style=\"font-weight: 400;\"> geli\u015ftirilmesine ve markalar\u0131n rekabet avantaj\u0131n\u0131 elinde tutmas\u0131na yard\u0131mc\u0131 olur.<\/span><\/p><p><span style=\"font-weight: 400;\">Duygu Analizi, bir\u00e7ok kanaldan gelen m\u00fc\u015fteri geri bildirimlerini tek bir kanalda toplamak ve <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri yolculu\u011funu<\/span><span style=\"font-weight: 400;\"> analiz etmek i\u00e7in \u00f6l\u00e7eklenebilir, uygun maliyetli bir \u00e7\u00f6z\u00fcm olarak kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor.\u00a0<\/span><\/p><p><b>Bu yaz\u0131m\u0131zda <\/b><b>Duygu Analizi (Sentiment Analysis)<\/b><b> ile ilgili t\u00fcm detaylara de\u011finip, <\/b><b>duygu analizi \u00f6rnekleri <\/b><b>ve y\u00f6ntemlerini ke\u015ffedece\u011fiz.<\/b><\/p><p>\u00a0<\/p><h4><strong>Duygu Analizi Nedir?<\/strong><\/h4><p><span style=\"font-weight: 400;\">Duygu analizi bir ifadenin nas\u0131l bir his i\u00e7erdi\u011fini <\/span><span style=\"font-weight: 400;\">metin analizi (text analysis)<\/span><span style=\"font-weight: 400;\"> arac\u0131l\u0131\u011f\u0131yla belirleme s\u00fcrecidir. Genellikle ifadeler <\/span><b>olumlu, olumsuz<\/b><span style=\"font-weight: 400;\"> veya <\/span><b>n\u00f6tr<\/b><span style=\"font-weight: 400;\"> olmak \u00fczere \u00fc\u00e7 grup \u00fczerinden incelenir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Duygu analizi, m\u00fc\u015fterilerin belli bir \u00fcr\u00fcn, hizmet ya da marka ile ilgili alg\u0131lar\u0131n\u0131 anlamak i\u00e7in yaz\u0131l\u0131 ya da<\/span><span style=\"font-weight: 400;\"> s\u00f6zl\u00fc m\u00fc\u015fteri geri bildirimlerinin <\/span><span style=\"font-weight: 400;\">analiz edilmesidir.\u00a0<\/span><\/p><p>\u00a0<\/p><h4><strong>Duygu Analizi Y\u00f6ntemleri Nelerdir?<\/strong><\/h4><p><span style=\"font-weight: 400;\">Duygu analizi ara\u00e7lar\u0131,<\/span><span style=\"font-weight: 400;\"> \u00e7e\u015fitli i\u00e7erik t\u00fcrlerindeki \u00f6znel ifadeleri belirlemek, c\u00fcmle veya c\u00fcmle i\u00e7indeki varl\u0131klara, konulara, temalara ve kategorilere a\u011f\u0131rl\u0131kl\u0131 duygu puanlar\u0131 atamak amac\u0131yla<\/span> <b>do\u011fal dil i\u015fleme (NLP)<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>makine \u00f6\u011frenmesi<\/b><span style=\"font-weight: 400;\"> tekniklerini birle\u015ftirir.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fb7e339 elementor-widget elementor-widget-image\" data-id=\"fb7e339\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2400\" height=\"2232\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a.jpg\" class=\"attachment-full size-full wp-image-3091\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a.jpg 2400w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a-300x279.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a-1024x952.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a-768x714.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a-1536x1428.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/10a-2048x1905.jpg 2048w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a71c9fd elementor-widget elementor-widget-text-editor\" data-id=\"a71c9fd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Bir yorumun\/d\u00fc\u015f\u00fcncenin hangi tip duygu bar\u0131nd\u0131rd\u0131\u011f\u0131n\u0131 tespit edebilmek i\u00e7in farkl\u0131 <\/span><span style=\"font-weight: 400;\">duygu analizi y\u00f6ntemleri<\/span><span style=\"font-weight: 400;\"> kullan\u0131lmaktad\u0131r.<\/span><\/p><p>\u00a0<\/p><h5><strong>Manuel Duygu Analizi<\/strong><span style=\"font-weight: 400;\">\u00a0<\/span><\/h5><p><b>Ba\u011flam, belirsizlik, ironi gibi karma\u015f\u0131k yap\u0131lar i\u00e7eren metin ya da seslerin analizinde <\/b><b>manuel duygu analizi<\/b><b> teknikleri kullan\u0131labilir.<\/b><span style=\"font-weight: 400;\"> \u00c7\u00fcnk\u00fc dil ya\u015fayan bir varl\u0131kt\u0131r ve i\u00e7inde toplumun ortak haf\u0131zas\u0131nda yer etmi\u015f bir\u00e7ok varl\u0131k ve olay bar\u0131nd\u0131rmaktad\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bilgisayar taraf\u0131ndan yap\u0131lan analizlerin yetersiz bulundu\u011fu g\u00f6revlerde insan i\u015faretleyicilerin operasyonu ile bu analizler ger\u00e7ekle\u015ftirilebilir. <\/span><b>Ancak bu tip analizleri y\u00fcr\u00fctmek hem \u00e7ok daha \u00e7ok zaman ve maliyet gerektirir.<\/b><\/p><p>\u00a0<\/p><h5><span style=\"font-weight: 400;\"><strong>Anahtar Kelime \u0130\u015fleme<\/strong>\u00a0<\/span><\/h5><p><span style=\"font-weight: 400;\">Anahtar kelime i\u015fleme, do\u011fal dil i\u015flemenin<\/span><span style=\"font-weight: 400;\"> bir\u00e7ok g\u00f6revinde kullan\u0131lan <\/span><b>ilkel t\u00fcr kural tan\u0131mlama y\u00f6ntemlerinin duygu analizine uyarlanm\u0131\u015f hali olarak d\u00fc\u015f\u00fcn\u00fclebilir.<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Belirli kelime \/ kelime gruplar\u0131na duygu s\u0131n\u0131flar\u0131na g\u00f6re alabilecekleri bir duyarl\u0131l\u0131k ya da aidiyet puan\u0131 atamas\u0131 yap\u0131l\u0131r. Bu puanlar, i\u00e7inde ge\u00e7mi\u015f olduklar\u0131 <\/span><b>metin\/dok\u00fcmanlar\u0131n toplam a\u011f\u0131rl\u0131\u011f\u0131n\u0131 bulmak i\u00e7in kullan\u0131l\u0131r.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Bir metnin\/dok\u00fcman\u0131n toplam duygu a\u011f\u0131rl\u0131\u011f\u0131 i\u00e7indeki ifadelerin puanlar\u0131n\u0131n toplam\u0131d\u0131r. B\u00f6ylece nihai topla puan ile metnin\/dok\u00fcman\u0131n hangi s\u0131n\u0131fa ait oldu\u011fu bulunabilir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u0130fadelerin duygu a\u011f\u0131rl\u0131klar\u0131 vermek i\u00e7in de farkl\u0131 y\u00f6ntemler kullan\u0131lmaktad\u0131r. <\/span><b>Kelime <\/b><b>veri k\u00fcmelerine<\/b><b> insan uzmanlar taraf\u0131ndan puanlar\u0131 atamak<\/b><span style=\"font-weight: 400;\"> bu y\u00f6ntemlerden biridir. Ancak bu \u00e7ok subjektif yarg\u0131lar ile puanlanabilece\u011fi i\u00e7in \u00e7ok hatal\u0131 sonu\u00e7lara yol a\u00e7abilecektir.\u00a0<\/span><\/p><p><b>Di\u011fer bir y\u00f6ntem ise veri k\u00fcmesi i\u00e7inde ifadelerin a\u011f\u0131rl\u0131klar\u0131n\u0131n olas\u0131l\u0131k hesab\u0131 ile yap\u0131lmas\u0131d\u0131r. <\/b><span style=\"font-weight: 400;\">Bu ama\u00e7la bilgi kuram\u0131ndan gelen ortak bilgi y\u00f6ntemleri kullan\u0131labilmektedir. Ancak ne \u015fekilde olursa olsun dilin dinamikleri gere\u011fi bir ifadenin duygusal a\u011f\u0131rl\u0131\u011f\u0131 ancak i\u00e7inde bulundu\u011fu ba\u011flam ile a\u00e7\u0131klanabilir.<\/span><\/p><p><b>Yani statik puanlamak bir\u00e7ok noktada probleme yol a\u00e7acakt\u0131r.<\/b><span style=\"font-weight: 400;\"> \u00d6rne\u011fin <\/span><b>\u201cy\u00fcksek\u201d <\/b><span style=\"font-weight: 400;\">s\u0131fat\u0131n\u0131n statik bir puan ile ifade edildi\u011fini varsayal\u0131m. A\u015fa\u011f\u0131daki \u00f6rneklerde de\u011fi\u015fmez bir puan ile ele al\u0131nacak olan hesaplama ger\u00e7ekle \u00f6rt\u00fc\u015fmeyecek \u015fekilde yan\u0131lmam\u0131za yol a\u00e7acakt\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-020993c elementor-widget elementor-widget-image\" data-id=\"020993c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"2400\" height=\"2020\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a.jpg\" class=\"attachment-full size-full wp-image-3092\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a.jpg 2400w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a-300x253.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a-1024x862.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a-768x646.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a-1536x1293.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/11a-2048x1724.jpg 2048w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d980b3f elementor-widget elementor-widget-text-editor\" data-id=\"d980b3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>Do\u011fal Dil \u0130\u015fleme<\/strong><\/h5><p><span style=\"font-weight: 400;\">Kelimeleri analiz etmek ve ger\u00e7ek anlamlar\u0131n\u0131 \u00e7\u0131karmak i\u00e7in duygu ve ba\u011flam\u0131 dikkate alarak <\/span><b>tan\u0131mlanm\u0131\u015f \u00f6r\u00fcnt\u00fcler <\/b><span style=\"font-weight: 400;\">ve <\/span><b>temalar sonucu duygu analizini verir.<\/b> <span style=\"font-weight: 400;\">Do\u011fal dil i\u015flemenin <\/span><span style=\"font-weight: 400;\">morfo-sentaktik ve semantik a\u015famalar\u0131n\u0131n kullan\u0131ld\u0131\u011f\u0131<\/span><span style=\"font-weight: 400;\"> makine \u00f6\u011frenmesi<\/span><span style=\"font-weight: 400;\"> y\u00f6ntemlerinden faydalan\u0131l\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">T\u00fcm <\/span><span style=\"font-weight: 400;\">makine \u00f6\u011frenmesi <\/span><span style=\"font-weight: 400;\">y\u00f6ntemlerindeki gibi derlem ad\u0131 verilen veri setleri kullan\u0131larak g\u00f6reve dair tahminler yapacak bir tahminleyici model e\u011fitilir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Ama\u00e7 veri k\u00fcmesi i\u00e7erisinden ve dilin bar\u0131nd\u0131rd\u0131\u011f\u0131 \u00f6zelliklerinden faydalan\u0131larak <\/span><b>ba\u011flamlar\u0131 do\u011fru yakalayabilen<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>genelleyici oldu\u011fu kabul edilen bir istatistiksel ya da olas\u0131l\u0131ksal model ortaya koymakt\u0131r<\/b><span style=\"font-weight: 400;\">. Bu sayede veri seti i\u00e7inden dile ve g\u00f6reve dair t\u00fcm dinamikler sistem kendi kendine \u00f6\u011frenecektir.<\/span><\/p><h4><strong>Duygu Analizi Neden \u00d6nemlidir<\/strong><span style=\"font-weight: 400;\"><strong>?<\/strong>\u00a0<\/span><\/h4><p><span style=\"font-weight: 400;\">Bir \u00e7ok marka kullan\u0131c\u0131 geri bildirimleri ile \u00fcr\u00fcn ya da hizmetlerini geli\u015ftirmek i\u00e7in olumsuz yorumlar\u0131 \u00f6nceliklendirerek sorunlar\u0131 \u00e7\u00f6zmeye odaklan\u0131r. <\/span><b>Asl\u0131nda, <\/b><b>m\u00fc\u015fterinin yolculu\u011funu<\/b><b> ve sesini b\u00fct\u00fcnc\u00fcl bir \u015fekilde ele almak<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>veri odakl\u0131 stratejik kararlar vermek <\/b><span style=\"font-weight: 400;\">i\u00e7in hem olumlu hem de olumsuz yorumlar\u0131n g\u00f6z \u00f6n\u00fcnde bulundurulmas\u0131 gerekir.<\/span><\/p><p><span style=\"font-weight: 400;\">Buna ek olarak, m\u00fc\u015fteri geri bildirimlerinin h\u0131zl\u0131 ve do\u011fru bir \u015fekilde s\u0131n\u0131fland\u0131r\u0131lmas\u0131 t\u00fcm bu \u00e7al\u0131\u015fmalar\u0131n \u00f6n ko\u015fuludur. Duygu analizi<\/span><span style=\"font-weight: 400;\"> m\u00fc\u015fteri geri bildirimi y\u00f6netimini<\/span><span style=\"font-weight: 400;\"> kolayla\u015ft\u0131rmakla kalmaz, <\/span><b>ayn\u0131 zamanda daha uzun vadeli analizlere de katk\u0131lar ve <\/b><b>m\u00fc\u015fteri hizmetleri <\/b><b>operasyonlar\u0131n\u0131n iyile\u015ftirilmesine olanak tan\u0131r.<\/b><\/p><p><span style=\"font-weight: 400;\">Kullan\u0131c\u0131lar\u0131n memnuniyet veya \u015fikayetlerinin hangi konular \u00fczerinde yo\u011funla\u015ft\u0131\u011f\u0131, daha \u00f6nce olumsuz olarak bahsedilen baz\u0131 konularda yap\u0131lan iyile\u015ftirmelerin \u00fczerine geri bildirimlerde ne oranda d\u00fczelme oldu\u011fu ve d\u00fczelme oranlar\u0131na g\u00f6re hangi konularda iyile\u015ftirmeler yap\u0131lmas\u0131n\u0131n daha verimli olaca\u011f\u0131 <\/span><b>duygu analizinin katk\u0131s\u0131 sayesinde g\u00f6r\u00fclebilir.<\/b><\/p><h4><strong>Duygu Analizi Kullan\u0131m Alanlar\u0131<\/strong><span style=\"font-weight: 400;\">\u00a0<\/span><\/h4><p><b>Duygu analizi kullan\u0131c\u0131ya,<\/b><span style=\"font-weight: 400;\"> kullan\u0131c\u0131 tan\u0131ml\u0131 varl\u0131klar\u0131n ve kavramlar\u0131n polaritesini alg\u0131lama imkan\u0131 sunarak hizmeti her t\u00fcrl\u00fc senaryo i\u00e7in esnek bir ara\u00e7 haline getirir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u0130\u015flenen metnin \u00f6znel mi yoksa nesnel mi oldu\u011funu ve k\u00fcresel d\u00fczeyde ironi izleri i\u00e7erip i\u00e7ermedi\u011fini alg\u0131lar ve kullan\u0131c\u0131ya duygu analizinden elde edilen polaritenin g\u00fcvenilirli\u011fi hakk\u0131nda ek bilgi verir. <\/span><b>Bu nedenle <\/b><b>duygu analizi kullan\u0131m alanlar\u0131<\/b><b> olduk\u00e7a geni\u015ftir.\u00a0\u00a0\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Duygu analizi en \u00e7ok <\/span><b>m\u00fc\u015fteri sesi (voice of the customer)<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>\u00e7al\u0131\u015fan sesi (voice of the employee)<\/b><span style=\"font-weight: 400;\"> i\u00e7in bir ara\u00e7 olarak kullan\u0131ld\u0131\u011f\u0131nda etkilidir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">\u0130\u015f analistleri, <\/span><a href=\"https:\/\/artiwise.com\/tr\/urun-kalite-yonetimi\/\"><span style=\"font-weight: 400;\">\u00fcr\u00fcn y\u00f6neticileri<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/artiwise.com\/tr\/musteri-hizmetleri\/\"><span style=\"font-weight: 400;\">m\u00fc\u015fteri destek ekipleri<\/span><\/a><span style=\"font-weight: 400;\">, insan kaynaklar\u0131 ve <\/span><a href=\"https:\/\/artiwise.com\/tr\/sube-yonetimi\/\"><span style=\"font-weight: 400;\">\u015fube m\u00fcd\u00fcrleri<\/span><\/a><span style=\"font-weight: 400;\"> ve di\u011fer payda\u015flar\u0131n, m\u00fc\u015fterilerin ve \u00e7al\u0131\u015fanlar\u0131n belirli konular hakk\u0131nda nas\u0131l hissettiklerini ve neden bu \u015fekilde hissettiklerini anlamak i\u00e7in duygu analizini kullan\u0131rlar.\u00a0\u00a0<\/span><\/p><h5><strong>M\u00fc\u015fterinin Sesi (Voice of the Customers)<\/strong><\/h5><p><span style=\"font-weight: 400;\">Do\u011frudan ve kendili\u011finden olmalar\u0131 nedeniyle ger\u00e7ek duygu ve g\u00f6r\u00fc\u015flerin en a\u00e7\u0131klay\u0131c\u0131 kaynaklar\u0131 olarak g\u00f6sterilen yap\u0131land\u0131r\u0131lmam\u0131\u015f bilgi kaynaklar\u0131 olan <\/span><a href=\"https:\/\/artiwise.com\/tr\/2024\/05\/13\/musterinin-sesi-voice-of-customer-konsepti-nedir\/\"><span style=\"font-weight: 400;\">m\u00fc\u015fteri sesi<\/span><\/a><span style=\"font-weight: 400;\">, <\/span><b>sosyal medya, chatbot<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>anket verilerine<\/b><span style=\"font-weight: 400;\"> do\u011frudan uygulanabilir.<\/span><\/p><p><b>\u00d6rne\u011fin, Artiwise ile <\/b><b>a\u00e7\u0131k u\u00e7lu anket<\/b><b> yan\u0131tlar\u0131ndan sosyal medya konu\u015fmalar\u0131na<\/b><span style=\"font-weight: 400;\"> kadar m\u00fc\u015fteri geri bildirimlerini otomatik olarak analiz ederek, m\u00fc\u015fteriler i\u00e7in en \u00f6nemli konular\u0131 \u00f6\u011frenebilir, <\/span><span style=\"font-weight: 400;\">\u00fcr\u00fcn veya hizmetlerinizi<\/span><span style=\"font-weight: 400;\">, m\u00fc\u015fteri ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131layacak \u015fekilde g\u00fcncelleyebilirsiniz.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ec9d1b elementor-widget elementor-widget-image\" data-id=\"4ec9d1b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1740\" height=\"1440\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3.png\" class=\"attachment-full size-full wp-image-2026\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3.png 1740w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-300x248.png 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-1024x847.png 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-768x636.png 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-1536x1271.png 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-54x45.png 54w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-97x80.png 97w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-366x303.png 366w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-846x700.png 846w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-1148x950.png 1148w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/2-3-1305x1080.png 1305w\" sizes=\"(max-width: 1740px) 100vw, 1740px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-721f956 elementor-widget elementor-widget-text-editor\" data-id=\"721f956\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Buna ek olarak chatbot konu\u015fma analizi sayesinde m\u00fc\u015fterilerinizin yapt\u0131\u011f\u0131 bir yorumun hangi konu ve alt konular ile ilgili\u00a0 oldu\u011funu \u00f6\u011frenebilirsiniz.<\/span><\/p><p><span style=\"font-weight: 400;\">\u00dcr\u00fcn\u00fcn\u00fcz veya servisiniz ile ilgili \u00e7ok say\u0131da kullan\u0131c\u0131 geri bildirimini <\/span><span style=\"font-weight: 400;\">Artiwise duygu analizi<\/span><span style=\"font-weight: 400;\"> mod\u00fcl\u00fcn\u00fc kullanarak analiz etti\u011finizde <\/span><b>m\u00fc\u015fterilerinizin memnuniyet seviyesi ile ilgili anl\u0131k bilgi edinirsiniz.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Bu da di\u011fer konular veya ayn\u0131 konunun ge\u00e7mi\u015f oranlar\u0131 ile k\u0131yaslama yapabilmenizi ve <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri memnuniyetini<\/span><span style=\"font-weight: 400;\"> iyile\u015ftirmek i\u00e7in<\/span> <b>yapay zeka<\/b><b> destekli i\u00e7g\u00f6r\u00fclerden<\/b><span style=\"font-weight: 400;\"> faydalanman\u0131z\u0131 sa\u011flar.<\/span><\/p><p>\u00a0<\/p><h5><strong>Sosyal Medya \u0130zleme (Social Media Monitoring)\u00a0<\/strong><\/h5><p><b>Sosyal medya \u00e7a\u011f\u0131nda, tek bir viral inceleme t\u00fcm markay\u0131 yakabilir.<\/b><span style=\"font-weight: 400;\"> Artiwise ile anket yan\u0131tlar\u0131ndan sosyal medya konu\u015fmalar\u0131na kadar m\u00fc\u015fteri geri bildirimlerini otomatik olarak analiz ederek, kullan\u0131c\u0131lar\u0131n bak\u0131\u015f a\u00e7\u0131s\u0131ndan en \u00f6nemli konular\u0131n ne oldu\u011funa dair ipu\u00e7lar\u0131 alabilir, kullan\u0131c\u0131lar\u0131n\u0131zla empati kurarak, \u00fcr\u00fcn veya\u00a0 hizmetlerinizi onlar\u0131n ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131layacak \u015fekilde uyarlayabilirsiniz.\u00a0<\/span><\/p><p>\u00a0<\/p><h5><strong>\u00c7al\u0131\u015fan Sesi (Voice of Employee)<\/strong><\/h5><p><span style=\"font-weight: 400;\">Duygu analizi, i\u015f g\u00fcc\u00fc analistlerinin ve \u0130nsan Kaynaklar\u0131 (\u0130K) y\u00f6neticilerinin, <\/span><b>\u00e7al\u0131\u015fanlar\u0131n ne tart\u0131\u015ft\u0131\u011f\u0131n\u0131 <\/b><span style=\"font-weight: 400;\">ve <\/span><b>nas\u0131l hissettiklerini anlayarak<\/b><span style=\"font-weight: 400;\"> \u00e7al\u0131\u015fan karma\u015fas\u0131n\u0131 kayna\u011f\u0131nda kesmesine yard\u0131mc\u0131 olur. \u0130K ekipleri, \u00e7al\u0131\u015fan anketlerinin, ekip mesajlar\u0131n\u0131n, e-postalar\u0131n ve di\u011fer ileti\u015fimlerin zengin analizleri yoluyla, ac\u0131l\u0131 noktalara proaktif olarak hitap etmek ve morali art\u0131rmak i\u00e7in ihtiya\u00e7 duyduklar\u0131 bilgileri elde etmek amac\u0131yla duygu analizini kullan\u0131r.\u00a0<\/span><\/p><p>\u00a0<\/p><h5><strong>M\u00fc\u015fteri Tavsiye Skoru \u2013 NPS (Net Promoter Score) <\/strong><\/h5><p><span style=\"font-weight: 400;\">Net Destek\u00e7i Puan\u0131 (NPS) anketleri, kurumlar\u0131n<\/span><b> \u201cBu \u015firketi, \u00fcr\u00fcn\u00fc ve \/ veya hizmeti bir arkada\u015f\u0131n\u0131za veya rakiplerinize \u00f6nerir misiniz?\u201d <\/b><span style=\"font-weight: 400;\">gibi basit bir soru sorarak geri bildirim toplamas\u0131n\u0131 sa\u011flar. Bu tarz anket sorular\u0131 genellikle puanlama sistemi i\u00e7erir ve m\u00fc\u015fterileri <\/span><b>destek\u00e7i (promoter), pasif (netural) <\/b><span style=\"font-weight: 400;\">veya<\/span><b> aleyhte konu\u015fan (detractor)<\/b><span style=\"font-weight: 400;\"> olarak kategorize eder.<\/span><\/p><p><span style=\"font-weight: 400;\">Bu tan\u0131m referanslar\u0131 genel <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fteri deneyimini <\/span><span style=\"font-weight: 400;\">tan\u0131mlamak ve teorik olarak daha fazla sat\u0131n alacaklar\u0131, daha uzun kalacaklar\u0131 veya di\u011fer m\u00fc\u015fterilerini y\u00f6nlendirecekleri tam <\/span><b>\u201cdestekleyici\u201d d\u00fczeyine y\u00fckseltmenin yollar\u0131n\u0131 bulmay\u0131 ama\u00e7lar.\u00a0\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Say\u0131sal anket verileri kolayca toplan\u0131r ve de\u011ferlendirilir, ancak NPS anketlerindeki bir sonraki soru m\u00fc\u015fterilere verdikleri puan\u0131n gerek\u00e7esini sorar.\u00a0<\/span><\/p><p><b>Bu, analizi \u00e7ok daha zor olan bir dizi a\u00e7\u0131k u\u00e7lu yan\u0131t\u0131 tetikler.<\/b><span style=\"font-weight: 400;\"> Bununla birlikte, duyarl\u0131l\u0131k analizi bu metinlerin, m\u00fc\u015fterilerin neden bu puanlar\u0131 verdikleri hakk\u0131nda daha fazla bilgi verecek \u015fekilde olumlu ve olumsuz olarak s\u0131n\u0131fland\u0131r\u0131lmas\u0131n\u0131 sa\u011flar.\u00a0\u00a0<\/span><\/p><p>\u00a0<\/p><h4><strong>Duygu Analizi \u00c7e\u015fitleri<\/strong><\/h4><p><span style=\"font-weight: 400;\">Duygu analizi, d\u0131\u015far\u0131dan bak\u0131ld\u0131\u011f\u0131nda sadece bir metni <\/span><span style=\"font-weight: 400;\">olumlu, olumsuz ya da n\u00f6tr<\/span><span style=\"font-weight: 400;\"> olarak s\u0131n\u0131fland\u0131rmak gibi g\u00f6r\u00fcnse de <\/span><b>kullan\u0131m alanlar\u0131na g\u00f6re farkl\u0131 olabilmektedir.\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">\u00d6rne\u011fin, t\u00fcm metne tek bir duygu s\u0131n\u0131f\u0131n\u0131n atanmas\u0131n\u0131n yeterli oldu\u011fu g\u00f6revler i\u00e7in genel duygu analizi kullan\u0131l\u0131rken, metnin i\u00e7inde birden fazla duygunun bulundu\u011fu durumlarda <\/span><b>hedef tabanl\u0131 duygu analizine <\/b><span style=\"font-weight: 400;\">ihtiya\u00e7 olabilmektedir.\u00a0<\/span><\/p><p><b>Bu ve benzeri durumlar\u0131n s\u0131k ya\u015fanmas\u0131n\u0131n sonucu olarak g\u00fcn\u00fcm\u00fczde en \u00e7ok kullan\u0131lan duygu analizi t\u00fcrleri \u015fu \u015fekilde belirtilebilir<\/b><\/p><p>\u00a0<\/p><h5><strong>Genel Duygu Analizi<\/strong><\/h5><p><b>Bir dok\u00fcmana \/ i\u00e7eri\u011fe tek bir duygunun atanmas\u0131n\u0131 sa\u011flayan duygu analizi \u00e7e\u015fididir.<\/b><span style=\"font-weight: 400;\"> Bu y\u00f6ntem ile yap\u0131lan analizler, <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fterinin sesini <\/span><span style=\"font-weight: 400;\">b\u00fct\u00fcnsel bir \u015fekilde anlamak i\u00e7in yetersizdir ve verilerin bir b\u00f6l\u00fcm\u00fcn\u00fcn g\u00f6z ard\u0131 edilmesine neden olabilir.<\/span><\/p><p><span style=\"font-weight: 400;\">Bir i\u00e7eri\u011fi tek bir duygu s\u0131n\u0131f\u0131 ile s\u0131n\u0131fland\u0131rma o i\u00e7erikte tek bir ifade ge\u00e7ti\u011fi varsay\u0131m\u0131n\u0131 g\u00fc\u00e7l\u00fc bir \u015fekilde kabul etmek anlam\u0131na gelmektedir. Oysa i\u00e7eriklerin b\u00fcy\u00fck b\u00f6l\u00fcm\u00fcn\u00fcn birden fazla yarg\u0131 ifadesi bar\u0131nd\u0131rd\u0131\u011f\u0131 bi ger\u00e7ektir.<\/span><\/p><p>\u00a0<\/p><h5><strong>\u00d6znellik\/Nesnellik Analizi<\/strong><\/h5><p><b>Bir ifadenin \u00f6znel bir yarg\u0131 bar\u0131nd\u0131r\u0131p bar\u0131nd\u0131rmad\u0131\u011f\u0131 duygu analizi i\u00e7in ilk sorulmas\u0131 gereken sorudur.<\/b><span style=\"font-weight: 400;\"> Keza bir <\/span><span style=\"font-weight: 400;\">duygu tespiti<\/span><span style=\"font-weight: 400;\"> yapabilmek i\u00e7in ifadenin \u00f6znel bir yarg\u0131 bar\u0131nd\u0131r\u0131yor olmas\u0131 gerekmektedir. \u00c7\u00fcnk\u00fc duygu anlam itibariyle \u00f6znel bir ifade \u015feklidir.\u00a0<\/span><\/p><p><b>\u00d6znellik\/nesnellik analizi, <\/b><span style=\"font-weight: 400;\">bir ifadenin var olan bir ger\u00e7ekten mi bahsetti\u011fi, yoksa bir durum\/konu\/nesne hakk\u0131nda \u00f6znel bir yoruma m\u0131 yer verdi\u011finin incelendi\u011fi duygu analizi t\u00fcr\u00fcd\u00fcr. \u0130fadelerin i\u00e7erdi\u011fi duygunun t\u00fcr\u00fcnden ziyade ifadenin bir duygu i\u00e7erip i\u00e7ermedi\u011fi bilgisine odaklan\u0131r.\u00a0\u00a0<\/span><\/p><p>\u00a0<\/p><h5><strong>Hedef Tabanl\u0131 (Aspect Based)\u00a0 Duygu Analizi\u00a0<\/strong><\/h5><p><b>Hedef tabanl\u0131 duygu analizi, s\u0131n\u0131fland\u0131rmay\u0131 bir ad\u0131m daha \u00f6teye g\u00f6t\u00fcrerek belirli \u00f6zelliklere veya konulara duygu atamas\u0131n\u0131 ger\u00e7ekle\u015ftirir.<\/b><span style=\"font-weight: 400;\"> Yaz\u0131l\u0131 ifadeleri konu\/duygu b\u00fct\u00fcnl\u00fc\u011f\u00fcn\u00fc dikkate alarak k\u00fc\u00e7\u00fck par\u00e7alara b\u00f6lerek verilerden daha ayr\u0131nt\u0131l\u0131 ve do\u011fru bilgi elde edilmesini sa\u011flar.<\/span><\/p><p><span style=\"font-weight: 400;\">Kullan\u0131c\u0131 odakl\u0131 olmak ve kullan\u0131c\u0131 deneyimini en \u00fcst seviyede sunmak istiyorsan\u0131z hedef tabanl\u0131 duygu analizi en iyi yard\u0131mc\u0131n\u0131z olacakt\u0131r.\u00a0<\/span><\/p><p><b>\u00c7e\u015fitli kanallardan elde etti\u011finiz m\u00fc\u015fteri geri bildirimlerini ve etkile\u015fimlerini anl\u0131k analiz ederek, <\/b><span style=\"font-weight: 400;\">kullan\u0131c\u0131lar\u0131n\u0131z\u0131n hangi konudan hangi duygu durumu ile bahsetti\u011fini ve m\u00fc\u015fteri memnuniyetine\/memnuniyetsizli\u011fine neyin neden oldu\u011funu \u00f6\u011frenebilirsiniz.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd5aacd elementor-widget elementor-widget-image\" data-id=\"dd5aacd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"2020\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a.jpg\" class=\"attachment-full size-full wp-image-3093\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a.jpg 2400w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a-300x253.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a-1024x862.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a-768x646.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a-1536x1293.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/12a-2048x1724.jpg 2048w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b9283f2 elementor-widget elementor-widget-text-editor\" data-id=\"b9283f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>\u00c7ok Tonlu (Fine-grained) Duygu Analizi<\/strong><\/h5><p><span style=\"font-weight: 400;\">Anketlerdeki ve sosyal medyadaki yorumlar da dahil olmak \u00fczere herhangi bir metindeki <\/span><b>olumlu, olumsuz, tarafs\u0131z kutuplar\u0131 tan\u0131mlar.<\/b><span style=\"font-weight: 400;\"> Ayr\u0131ca dok\u00fcman baz\u0131nda veya hedef tabanl\u0131 duygular\u0131 da ay\u0131klar.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bunu yapmak i\u00e7in, metindeki farkl\u0131 c\u00fcmlelerin yerel polaritesi tan\u0131mlan\u0131r, aralar\u0131ndaki ili\u015fki de\u011ferlendirilir ve t\u00fcm metin i\u00e7in k\u00fcresel bir polarite de\u011feri ile sonu\u00e7lan\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Buna g\u00f6re bir veriyi olumlu s\u0131n\u0131f\u0131na atarken daha kuvvetli bir olumlu yorumu \u201c\u00e7ok olumlu\u201d s\u0131n\u0131f\u0131na atayabilirsiniz. <\/span><b>B\u00f6ylelikle olumlu yorumlar\u0131 da olumluluk seviyesine g\u00f6re b\u00f6lerek en u\u00e7 \u00f6rnekleri daha net olarak yakalayabilirsiniz.<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><\/p><p>\u00a0<\/p><h5><strong>Duygu Belirleme (Emotion Detection) Analizi<\/strong><\/h5><p><span style=\"font-weight: 400;\">Bu t\u00fcr duygu analizi standart <\/span><span style=\"font-weight: 400;\">olumlu, olumsuz, n\u00f6tr<\/span><span style=\"font-weight: 400;\"> s\u0131n\u0131flar\u0131n\u0131 de\u011fil daha detayl\u0131 olarak hissedilen duyguyu ara\u015ft\u0131r\u0131r.\u00a0<\/span><\/p><p><b>Mutluluk, hayal k\u0131r\u0131kl\u0131\u011f\u0131, \u00f6fke, \u00fcz\u00fcnt\u00fc gibi duygu s\u0131n\u0131flar\u0131 kullan\u0131r. <\/b><span style=\"font-weight: 400;\">Duygu belirleme \u00f6zelli\u011fi kullan\u0131lan sistemlerde bu duygu s\u0131n\u0131flar\u0131 sayesinde kullan\u0131c\u0131n\u0131n tutumu olumlu veya olumsuz olarak incelenmekle birlikte, ruh hali daha net bir \u015fekilde analiz edilerek uygun aksiyonlar al\u0131nabilir.\u00a0\u00a0<\/span><\/p><p>\u00a0<\/p><h4><strong>Duygu Analizinin Zorluklar\u0131<\/strong><\/h4><p><b>Duygu analizinin temeli <\/b><b>b\u00fcy\u00fck veri<\/b><b> k\u00fcmelerinin kullan\u0131lmas\u0131na dayan\u0131r.<\/b><span style=\"font-weight: 400;\"> Duygu analizi sistemini kullanmak ve eyleme ge\u00e7irebilmek i\u00e7in <\/span><span style=\"font-weight: 400;\">b\u00fcy\u00fck veri<\/span><span style=\"font-weight: 400;\"> kayna\u011f\u0131na ve hacmine sahip olmak gerekir.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Sistemi canl\u0131 tutmak i\u00e7in yeterli veri say\u0131s\u0131 olmad\u0131\u011f\u0131nda veya sistem g\u00fcncel tutulmad\u0131\u011f\u0131nda modelin hatal\u0131 de\u011ferlendirme yapmas\u0131 ka\u00e7\u0131n\u0131lmazd\u0131r.Metin par\u00e7as\u0131nda duygu analizini <\/span><b>nesne, \u00f6znitelik , g\u00f6r\u00fc\u015f sahibi, y\u00f6nelim<\/b><span style=\"font-weight: 400;\"> ve <\/span><b>g\u00f6r\u00fc\u015f g\u00fcc\u00fc<\/b><span style=\"font-weight: 400;\">\u00a0 unsurlar\u0131 etkiler.\u00a0\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc804d6 elementor-widget elementor-widget-image\" data-id=\"cc804d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"2400\" height=\"2182\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a.jpg\" class=\"attachment-full size-full wp-image-3094\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a.jpg 2400w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a-300x273.jpg 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a-1024x931.jpg 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a-768x698.jpg 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a-1536x1396.jpg 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/13a-2048x1862.jpg 2048w\" sizes=\"(max-width: 2400px) 100vw, 2400px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f7ff85 elementor-widget elementor-widget-text-editor\" data-id=\"2f7ff85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Bir metinden eksiksiz, do\u011fru ve eyleme ge\u00e7irilebilir \u00e7\u0131kt\u0131lar alabilmek i\u00e7in bu be\u015f \u00f6\u011fenin her birini ayr\u0131 ayr\u0131 tan\u0131mlamakla kalmay\u0131p, <\/span><b>ayn\u0131 zamanda tam ba\u011flam\u0131 ve hissi sa\u011flamak i\u00e7in birlikte nas\u0131l \u00e7al\u0131\u015ft\u0131klar\u0131n\u0131 da anlamak \u00f6nemlidir.\u00a0\u00a0\u00a0<\/b><\/p><p><span style=\"font-weight: 400;\">Anahtar kelime i\u015fleme yaln\u0131zca belirli bir kelimeye yans\u0131yan hissi tan\u0131mlad\u0131\u011f\u0131ndan, genellikle t\u00fcm par\u00e7an\u0131n t\u00fcm i\u00e7eri\u011fini anlamak i\u00e7in gerekli t\u00fcm \u00f6\u011feleri sa\u011flamada ba\u015far\u0131s\u0131z olur. Bu da <\/span><span style=\"font-weight: 400;\">duygu analizinin zorluklar<\/span><span style=\"font-weight: 400;\">\u0131ndan biridir.\u00a0\u00a0\u00a0\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Dilin do\u011fal karma\u015f\u0131kl\u0131\u011f\u0131, algoritmalar\u0131n ton ve ba\u011flam\u0131 do\u011fru bir \u015fekilde analiz etmesini zorla\u015ft\u0131rd\u0131\u011f\u0131ndan dolay\u0131 <\/span><span style=\"font-weight: 400;\">natural language processing (NLP)<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">makine \u00f6\u011frenmesi<\/span><span style=\"font-weight: 400;\">, <\/span><span style=\"font-weight: 400;\">veri madencili\u011fi<\/span><span style=\"font-weight: 400;\"> ve <\/span><span style=\"font-weight: 400;\">fikir madencili\u011fi<\/span><span style=\"font-weight: 400;\"> tekniklerini kullan\u0131r.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Bu algoritmalar\u0131 s\u0131n\u0131rlayan fakt\u00f6rler aras\u0131nda dilbilgisel n\u00fcanslar, yanl\u0131\u015f yaz\u0131mlar, belirsizlik ve dilde b\u00f6lgesel veya k\u00fclt\u00fcrel farkl\u0131l\u0131klar bulunur. Baz\u0131 c\u00fcmlelerde \u201cima\u201d yoluyla do\u011frudan olmayan ve kapal\u0131 ifadeler bulunabilir.\u00a0<\/span><\/p><p><b>\u00d6rne\u011fin,<\/b><span style=\"font-weight: 400;\"> Harika kelimesini her i\u00e7eren i\u00e7eri\u011fi pozitife olarak i\u015faretlersek, ironik bir \u015fekilde kullan\u0131ld\u0131\u011f\u0131 c\u00fcmlelerde hata alm\u0131\u015f oluruz.\u00a0\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Metin par\u00e7as\u0131 veya c\u00fcmlenin iki \u00e7eli\u015fkili kelimeden (hem olumlu hem de olumsuz) olu\u015fmas\u0131, metin i\u00e7inde bilgi verecek varl\u0131klar\u0131n tan\u0131nmas\u0131n\u0131n zorluklar\u0131, zamir \u00e7\u00f6z\u00fcmlemesinin do\u011fru yap\u0131lamamas\u0131 ve <\/span><b>sarkastik yorumlar duygu analizi yap\u0131l\u0131rken kar\u015f\u0131la\u015f\u0131lan zorluklar\u0131n ba\u015f\u0131nda gelmektedir.\u00a0\u00a0<\/b><\/p><h5>\u00a0<\/h5><h4><strong>Artiwise ile Duygu Analizi Yap\u0131n!<\/strong><\/h4><p><span style=\"font-weight: 400;\">Artiwise, m\u00fc\u015fteri verilerini <\/span><span style=\"font-weight: 400;\">makine \u00f6\u011frenimi<\/span><span style=\"font-weight: 400;\">\/derin \u00f6\u011frenme teknolojileri ve g\u00fc\u00e7l\u00fc <\/span><span style=\"font-weight: 400;\">do\u011fal dil i\u015fleme algoritmalar\u0131<\/span><span style=\"font-weight: 400;\"> ile i\u015fleyerek geli\u015fmi\u015f <\/span><span style=\"font-weight: 400;\">duygu tespiti<\/span><span style=\"font-weight: 400;\"> sa\u011flar. Anl\u0131k olarak \u00fc\u00e7l\u00fc s\u0131n\u0131fland\u0131rma y\u00f6ntemiyle (<\/span><span style=\"font-weight: 400;\">olumlu, olumsuz veya n\u00f6tr<\/span><span style=\"font-weight: 400;\">) kategorize edilen veriler, rapor ekran\u0131nda \u00e7e\u015fitli veri grafikleriyle sunularak<\/span> <a href=\"https:\/\/artiwise.com\/tr\/musteri-deneyimi\/\"><span style=\"font-weight: 400;\">m\u00fc\u015fteri deneyimi \u00f6l\u00e7\u00fcm\u00fc<\/span><\/a><span style=\"font-weight: 400;\"> s\u00fcrecini kolayla\u015ft\u0131r\u0131r.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b3d06e1 elementor-widget elementor-widget-image\" data-id=\"b3d06e1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1740\" height=\"1350\" src=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3.png\" class=\"attachment-full size-full wp-image-2027\" alt=\"\" srcset=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3.png 1740w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-300x233.png 300w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-1024x794.png 1024w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-768x596.png 768w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-1536x1192.png 1536w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-58x45.png 58w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-103x80.png 103w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-391x303.png 391w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-902x700.png 902w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-1224x950.png 1224w, https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/01\/3-3-1392x1080.png 1392w\" sizes=\"(max-width: 1740px) 100vw, 1740px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd46b09 elementor-widget elementor-widget-text-editor\" data-id=\"dd46b09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Artiwise, y\u00fcksek hacimli verileri h\u0131zl\u0131, do\u011fru, tutarl\u0131 ve ekonomik bir \u015fekilde i\u015fleyebilir. <\/b><span style=\"font-weight: 400;\">Anl\u0131k olarak kategorize edilen m\u00fc\u015fteri geri bildirimleri ile <\/span><span style=\"font-weight: 400;\">m\u00fc\u015fterinin sesine<\/span><span style=\"font-weight: 400;\"> y\u00f6nelik b\u00fct\u00fcnsel bir bak\u0131\u015f a\u00e7\u0131s\u0131 elde edebilir, <\/span><span style=\"font-weight: 400;\">yapay zeka<\/span><span style=\"font-weight: 400;\"> destekli analizlerden yararlanabilir ve daha etkili stratejik kararlar alabilirsiniz.<\/span><\/p><p><b>Artiwise\u2019\u0131n sundu\u011fu di\u011fer faydalar \u015fu \u015fekilde s\u0131ralanabilir;<\/b><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Rekabet Avantaj\u0131:<\/b><span style=\"font-weight: 400;\"> Duygu analizi, m\u00fc\u015fteri trendlerini tahmin etmeye yard\u0131mc\u0131 olur ve sekt\u00f6rdeki performans\u0131n\u0131z\u0131 de\u011ferlendirmenize olanak tan\u0131r.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Etkili \u00fcr\u00fcn Y\u00f6netimi:<\/b><span style=\"font-weight: 400;\"> Duygu analizinden elde edilen veriler, \u00fcr\u00fcn\u00fcn\u00fcz\u00fcn performans\u0131n\u0131 anlaman\u0131za ve geli\u015ftirmenize yard\u0131mc\u0131 olur.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0130yile\u015ftirilmi\u015f<\/b><b> M\u00fc\u015fteri Deneyimi<\/b><b>:<\/b><span style=\"font-weight: 400;\"> T\u00fcketici duyarl\u0131l\u0131\u011f\u0131n\u0131 anlamak, sorunlar\u0131 \u00e7\u00f6zmek ve g\u00fc\u00e7l\u00fc y\u00f6nleri vurgulamak i\u00e7in \u00f6nemli bir f\u0131rsat sunar.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Anl\u0131k Bildirimler:<\/b><span style=\"font-weight: 400;\"> Olumsuz yorumlara h\u0131zl\u0131 bir \u015fekilde yan\u0131t vererek krizleri \u00f6nleyebilir ve markan\u0131z\u0131n itibar\u0131n\u0131 koruyabilirsiniz.<\/span><\/li><\/ul><p><b>Etkili, ki\u015fiselle\u015ftirilebilir ve h\u0131zl\u0131 bir <\/b><b>M\u00fc\u015fterinin Sesi (VoC) \u00e7\u00f6z\u00fcm\u00fc<\/b><b> olan Artiwise<\/b><span style=\"font-weight: 400;\"> ile duygu analizinin nimetlerinden yararlanmak ve<\/span><span style=\"font-weight: 400;\"> m\u00fc\u015fteri deneyimi<\/span><span style=\"font-weight: 400;\"> operasyonlar\u0131n\u0131z\u0131 iyile\u015ftirmek i\u00e7in <\/span><a href=\"https:\/\/artiwise.com\/tr\/platform\/\"><span style=\"font-weight: 400;\">bizimle ileti\u015fime ge\u00e7in.<\/span><\/a><span style=\"font-weight: 400;\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e6edc41 elementor-widget elementor-widget-text-editor\" data-id=\"e6edc41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h5><strong>1 haftal\u0131k \u00fccretsiz POC hizmetimizle operasyonlar\u0131n\u0131zdaki t\u00fcm f\u0131rsat ve tehditleri ortaya koyal\u0131m, Artiwise\u2019\u0131n sundu\u011fu de\u011feri anlaman\u0131za yard\u0131mc\u0131 olal\u0131m!<\/strong><\/h5>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>M\u00fc\u015fteri geri bildirimlerini do\u011fru \u015fekilde analiz etmek ve kullanmak markalar\u0131n ba\u015far\u0131s\u0131 i\u00e7in kritik bir \u00f6neme sahiptir \u00e7\u00fcnk\u00fc bu veri odakl\u0131 yakla\u015f\u0131m, m\u00fc\u015fteri memnuniyetinin artmas\u0131na, etkili \u00fcr\u00fcn ve hizmetlerin geli\u015ftirilmesine ve markalar\u0131n rekabet avantaj\u0131n\u0131 elinde tutmas\u0131na yard\u0131mc\u0131 olur. Duygu Analizi, bir\u00e7ok kanaldan gelen m\u00fc\u015fteri geri bildirimlerini tek bir kanalda toplamak ve m\u00fc\u015fteri yolculu\u011funu analiz etmek i\u00e7in [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3090,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[110],"tags":[],"sektor":[133],"class_list":["post-3088","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-post","sektor-cx-genel"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Duygu Analizi Nedir? | Artiwise<\/title>\n<meta name=\"description\" content=\"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Duygu Analizi Nedir? | Artiwise\" \/>\n<meta property=\"og:description\" content=\"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!\" \/>\n<meta property=\"og:url\" content=\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\" \/>\n<meta property=\"og:site_name\" content=\"Artiwise\" \/>\n<meta property=\"article:published_time\" content=\"2024-04-04T12:46:26+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-27T08:20:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"user\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"user\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"14 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\"},\"author\":{\"name\":\"user\",\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/person\/1bde1538bbab8e9f36402c73028dcabd\"},\"headline\":\"Duygu Analizi Nedir, Kullan\u0131m Alanlar\u0131 ve Zorluklar\u0131\",\"datePublished\":\"2024-04-04T12:46:26+00:00\",\"dateModified\":\"2026-02-27T08:20:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\"},\"wordCount\":2911,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/artiwise.com\/tr\/#organization\"},\"image\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg\",\"articleSection\":[\"Blog\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\",\"url\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\",\"name\":\"Duygu Analizi Nedir? | Artiwise\",\"isPartOf\":{\"@id\":\"https:\/\/artiwise.com\/tr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg\",\"datePublished\":\"2024-04-04T12:46:26+00:00\",\"dateModified\":\"2026-02-27T08:20:53+00:00\",\"description\":\"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!\",\"breadcrumb\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage\",\"url\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg\",\"contentUrl\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg\",\"width\":1200,\"height\":800},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/artiwise.com\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Duygu Analizi Nedir, Kullan\u0131m Alanlar\u0131 ve Zorluklar\u0131\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/artiwise.com\/tr\/#website\",\"url\":\"https:\/\/artiwise.com\/tr\/\",\"name\":\"Artiwise\",\"description\":\"Yapay Zeka M\u00fc\u015fteri Deneyimi Y\u00f6netimi Platformu\",\"publisher\":{\"@id\":\"https:\/\/artiwise.com\/tr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/artiwise.com\/tr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/artiwise.com\/tr\/#organization\",\"name\":\"Artiwise\",\"url\":\"https:\/\/artiwise.com\/tr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/02\/Artiwiselogo-tfume@1x.svg\",\"contentUrl\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/02\/Artiwiselogo-tfume@1x.svg\",\"width\":207,\"height\":37,\"caption\":\"Artiwise\"},\"image\":{\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/person\/1bde1538bbab8e9f36402c73028dcabd\",\"name\":\"user\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g\",\"caption\":\"user\"},\"sameAs\":[\"http:\/\/18.170.89.163.nip.io\"],\"url\":\"https:\/\/artiwise.com\/tr\/author\/user\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Duygu Analizi Nedir? | Artiwise","description":"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!","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:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/","og_locale":"tr_TR","og_type":"article","og_title":"Duygu Analizi Nedir? | Artiwise","og_description":"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!","og_url":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/","og_site_name":"Artiwise","article_published_time":"2024-04-04T12:46:26+00:00","article_modified_time":"2026-02-27T08:20:53+00:00","og_image":[{"width":1200,"height":800,"url":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg","type":"image\/jpeg"}],"author":"user","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"user","Tahmini okuma s\u00fcresi":"14 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#article","isPartOf":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/"},"author":{"name":"user","@id":"https:\/\/artiwise.com\/tr\/#\/schema\/person\/1bde1538bbab8e9f36402c73028dcabd"},"headline":"Duygu Analizi Nedir, Kullan\u0131m Alanlar\u0131 ve Zorluklar\u0131","datePublished":"2024-04-04T12:46:26+00:00","dateModified":"2026-02-27T08:20:53+00:00","mainEntityOfPage":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/"},"wordCount":2911,"commentCount":0,"publisher":{"@id":"https:\/\/artiwise.com\/tr\/#organization"},"image":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage"},"thumbnailUrl":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg","articleSection":["Blog"],"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/","url":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/","name":"Duygu Analizi Nedir? | Artiwise","isPartOf":{"@id":"https:\/\/artiwise.com\/tr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage"},"image":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage"},"thumbnailUrl":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg","datePublished":"2024-04-04T12:46:26+00:00","dateModified":"2026-02-27T08:20:53+00:00","description":"Duygu analizi nedir merak m\u0131 ediyorsunuz? Duygu analizi ara\u00e7lar\u0131 ve y\u00f6ntemlerini \u00f6\u011frenip, Artiwise duygu analizi mod\u00fcl\u00fcn\u00fc ke\u015ffetmek i\u00e7in blogumuzu okuyun!","breadcrumb":{"@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/"]}]},{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#primaryimage","url":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg","contentUrl":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/04\/hero.jpg","width":1200,"height":800},{"@type":"BreadcrumbList","@id":"https:\/\/artiwise.com\/tr\/2024\/04\/04\/duygu-analizi-nedir-kullanim-alanlari-ve-zorluklari\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/artiwise.com\/tr\/"},{"@type":"ListItem","position":2,"name":"Duygu Analizi Nedir, Kullan\u0131m Alanlar\u0131 ve Zorluklar\u0131"}]},{"@type":"WebSite","@id":"https:\/\/artiwise.com\/tr\/#website","url":"https:\/\/artiwise.com\/tr\/","name":"Artiwise","description":"Yapay Zeka M\u00fc\u015fteri Deneyimi Y\u00f6netimi Platformu","publisher":{"@id":"https:\/\/artiwise.com\/tr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/artiwise.com\/tr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":"Organization","@id":"https:\/\/artiwise.com\/tr\/#organization","name":"Artiwise","url":"https:\/\/artiwise.com\/tr\/","logo":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/artiwise.com\/tr\/#\/schema\/logo\/image\/","url":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/02\/Artiwiselogo-tfume@1x.svg","contentUrl":"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2024\/02\/Artiwiselogo-tfume@1x.svg","width":207,"height":37,"caption":"Artiwise"},"image":{"@id":"https:\/\/artiwise.com\/tr\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/artiwise.com\/tr\/#\/schema\/person\/1bde1538bbab8e9f36402c73028dcabd","name":"user","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/artiwise.com\/tr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g","caption":"user"},"sameAs":["http:\/\/18.170.89.163.nip.io"],"url":"https:\/\/artiwise.com\/tr\/author\/user\/"}]}},"_links":{"self":[{"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/posts\/3088","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/comments?post=3088"}],"version-history":[{"count":8,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/posts\/3088\/revisions"}],"predecessor-version":[{"id":3587,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/posts\/3088\/revisions\/3587"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/media\/3090"}],"wp:attachment":[{"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/media?parent=3088"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/categories?post=3088"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/tags?post=3088"},{"taxonomy":"sektor","embeddable":true,"href":"https:\/\/artiwise.com\/tr\/wp-json\/wp\/v2\/sektor?post=3088"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}