{"id":789988,"date":"2023-02-02T11:00:00","date_gmt":"2023-02-02T18:00:00","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/metin-madenciligi-nedir-yontemleri-isletmelerde-nasil-kullanilir\/"},"modified":"2023-05-05T18:17:51","modified_gmt":"2023-05-05T18:17:51","slug":"metin-madenciligi-nedir-yontemleri-isletmelerde-nasil-kullanilir","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/tr\/metin-madenciligi-nedir-yontemleri-isletmelerde-nasil-kullanilir\/","title":{"rendered":"Metin Madencili\u011fi: Nedir, Y\u00f6ntemleri + \u0130\u015fletmelerde Nas\u0131l Kullan\u0131l\u0131r"},"content":{"rendered":"\n<p>Metin madencili\u011fi, d\u00fcnyadaki verilerin neredeyse %80&#8217;ini olu\u015fturan yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin analiz edilmesi ve i\u015flenmesinde kullan\u0131lan en \u00f6nemli y\u00f6ntemlerden biridir. G\u00fcn\u00fcm\u00fczde \u00e7o\u011fu kurum ve kurulu\u015f veri ambarlar\u0131nda ve bulutta b\u00fcy\u00fck miktarlarda veri toplamakta ve depolamaktad\u0131r.<\/p>\n\n<p>Bu veriler, bir\u00e7ok farkl\u0131 kaynaktan yeni veriler geldik\u00e7e her dakika katlanarak b\u00fcy\u00fcmeye devam ediyor.<\/p>\n\n<p>Sonu\u00e7 olarak, i\u015fletmelerin ve kurulu\u015flar\u0131n geleneksel teknikleri kullanarak b\u00fcy\u00fck miktarda metinsel veriyi depolamas\u0131, i\u015flemesi ve analiz etmesi zordur. Veri madencili\u011fi konusunda uzmanla\u015fmak, engellerin \u00fcstesinden gelmenize yard\u0131mc\u0131 olacakt\u0131r.<\/p>\n\n<p>Bu blogda metin madencili\u011fi, y\u00f6ntemleri ve i\u015f d\u00fcnyas\u0131nda nas\u0131l kullan\u0131laca\u011f\u0131 tart\u0131\u015f\u0131lacakt\u0131r. Hadi konuya girelim.<\/p>\n\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u0130\u00e7erik Dizini<\/p>\n\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n \t<li><a href=\"#what_is_text_mining?\">Metin madencili\u011fi nedir?<\/a><\/li>\n \t<li><a href=\"#effective_methods_of_text_mining\">Etkili metin madencili\u011fi y\u00f6ntemleri<\/a><\/li>\n \t<li><a href=\"#how_to_use_text_mining_in_business?\">Metin madencili\u011fi i\u015f d\u00fcnyas\u0131nda nas\u0131l kullan\u0131l\u0131r?<\/a><\/li>\n \t<li><a href=\"#conclusion\">Sonu\u00e7<\/a><\/li>\n<\/ol>\n<\/div>\n\n<h2 class=\"wp-block-heading\" id=\"what_is_text_mining?\">Metin Madencili\u011fi Nedir?<\/h2>\n\n<p>Metin madencili\u011fi, standart dilde yaz\u0131lm\u0131\u015f metin verilerinden \u00f6nemli bilgilerin elde edilmesi s\u00fcrecidir. Bu bilgiler ortak dildeki metin mesajlar\u0131ndan, e-postalardan ve dosyalardan gelmektedir. \u00c7o\u011funlukla b\u00fcy\u00fck miktarda <a href=\"https:\/\/www.questionpro.com\/blog\/tr\/veri-toplama-nedir-ve-orneklerle-yontemler\/\">veri toplamadan<\/a> de\u011ferli i\u00e7g\u00f6r\u00fcler bulmak i\u00e7in kullan\u0131l\u0131r.<\/p>\n\n<p>Ayn\u0131 zamanda bilgi eri\u015fimi, veri madencili\u011fi, makine \u00f6\u011frenimi, istatistik ve hesaplamal\u0131 dilbilimi kullanan \u00e7ok disiplinli bir aland\u0131r. Do\u011fal dil metninin yap\u0131land\u0131r\u0131lmam\u0131\u015f veya yar\u0131 yap\u0131land\u0131r\u0131lm\u0131\u015f formatlarda depolanmas\u0131yla ilgilidir.<\/p>\n\n<p>Metin madencili\u011fi, en temel haliyle, b\u00fcy\u00fck miktarda yap\u0131land\u0131r\u0131lmam\u0131\u015f metinsel veriden ger\u00e7ekleri, ili\u015fkileri ve do\u011frulamay\u0131 arar. \u00c7\u0131kar\u0131lan bu veriler daha sonra HTML tablolar\u0131, zihin haritalar\u0131, grafikler vb. kullan\u0131larak hemen \u00e7al\u0131\u015f\u0131labilecek veya g\u00f6sterilebilecek yap\u0131land\u0131r\u0131lm\u0131\u015f bir bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcr\u00fcl\u00fcr. Bu ama\u00e7la metni i\u015flemek i\u00e7in \u00e7e\u015fitli yakla\u015f\u0131mlar kullan\u0131r.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"effective_methods_of_text_mining\">  Metin Madencili\u011finde Etkili Y\u00f6ntemler<\/h2>\n\n<p>Metin madencili\u011fi i\u00e7in \u00e7e\u015fitli y\u00f6ntemler ve stratejiler vard\u0131r. Bunlar iki b\u00f6l\u00fcme ayr\u0131lm\u0131\u015ft\u0131r.<\/p>\n\n<ol>\n<li>Temel y\u00f6ntem<\/li>\n\n\n\n<li>\u0130lerleme y\u00f6ntemi<\/li>\n<\/ol>\n\n<p><strong>Bu b\u00f6l\u00fcmde en yayg\u0131n y\u00f6ntemlerden baz\u0131lar\u0131ndan bahsedece\u011fiz. \u0130lk ba\u015fta temel y\u00f6ntemlere ba\u015fvuraca\u011f\u0131z:<\/strong><\/p>\n\n<ol>\n<h3><\/h3><li>Kelime S\u0131kl\u0131\u011f\u0131<\/li>\n<\/ol>\n\n<p>Kelime s\u0131kl\u0131\u011f\u0131, bir veri k\u00fcmesinde hangi terimlerin veya kavramlar\u0131n en s\u0131k g\u00f6r\u00fcnd\u00fc\u011f\u00fcn\u00fc belirlemek i\u00e7in kullan\u0131labilir. M\u00fc\u015fteri yorumlar\u0131na, sosyal medya konu\u015fmalar\u0131na veya m\u00fc\u015fteri geri bildirimlerine bakarken en \u00e7ok hangi kelimelerin kullan\u0131ld\u0131\u011f\u0131n\u0131 bulmak faydal\u0131 olabilir.<\/p>\n\n<p><em>\u00d6rne\u011fin, m\u00fc\u015fteri yorumlar\u0131n\u0131z pahal\u0131, y\u00fcksek fiyatl\u0131 ve abart\u0131lm\u0131\u015f gibi kelimelerle doluysa, bu fiyatlar\u0131n\u0131z\u0131 (veya hedef pazar\u0131n\u0131z\u0131) de\u011fi\u015ftirmeniz gerekti\u011fi anlam\u0131na gelebilir.<\/em><\/p>\n\n<ol start=\"2\">\n<h3><\/h3><li>E\u015fdizimlilik<\/li>\n<\/ol>\n\n<p>Yayg\u0131n olarak birlikte g\u00f6r\u00fclen bir kelime grubu e\u015fdizimlilik olarak bilinir. Bigramlar ve trigramlar en yayg\u0131n e\u015fdizimlilik t\u00fcrleridir. Bigramlar genellikle bir araya gelen iki kelimedir, \u00f6rne\u011fin ba\u015flamak, zaman kazanmak veya karar vermek (\u00fc\u00e7 kelimenin birle\u015fimi, \u00f6rne\u011fin y\u00fcr\u00fcme mesafesinde veya ileti\u015fimde kalmak).<\/p>\n\n<p>E\u015fdizimli s\u00f6zc\u00fckleri bulmak ve bunlar\u0131 tek bir s\u00f6zc\u00fck olarak saymak size olanak sa\u011flar:<\/p>\n\n<ul>\n<li>Metnin ayr\u0131nt\u0131 d\u00fczeyini iyile\u015ftirin<\/li>\n\n\n\n<li>Anlamsal yap\u0131s\u0131n\u0131 daha iyi anlamak<\/li>\n\n\n\n<li>Metin madencili\u011finden daha do\u011fru sonu\u00e7lar elde edin.<\/li>\n<\/ul>\n\n<ol start=\"3\">\n<h3><\/h3><li>Uyum<\/li>\n<\/ol>\n\n<p>Uyum, bir kelimenin veya kelime grubunun bir c\u00fcmlede veya metinde nerede veya ne zaman ge\u00e7ti\u011fini belirler. Hepimiz kelimelerin birden fazla anlam\u0131 olabilece\u011fini ve ayn\u0131 kelimenin bir\u00e7ok farkl\u0131 \u015fekilde kullan\u0131labilece\u011fini biliyoruz. Bir kelimenin konkordans\u0131na bakarak, ne i\u00e7in kullan\u0131ld\u0131\u011f\u0131na ba\u011fl\u0131 olarak ne anlama geldi\u011fini belirleyebilirsiniz.<\/p>\n\n<p><strong>\u015eimdi metin madencili\u011finin geli\u015fmi\u015f y\u00f6ntemlerini tart\u0131\u015faca\u011f\u0131z:<\/strong><\/p>\n\n<ol>\n<h3><\/h3><li>Metin S\u0131n\u0131fland\u0131rmas\u0131<\/li>\n<\/ol>\n\n<p>Metin s\u0131n\u0131fland\u0131rma, yap\u0131land\u0131r\u0131lmam\u0131\u015f metin verilerini kategorize etme (etiketleme) i\u015flemidir. Do\u011fal Dil \u0130\u015fleme&#8217;nin (NLP) bu temel g\u00f6revi, karma\u015f\u0131k metinleri anlaml\u0131 veriler halinde d\u00fczenlemeyi ve yap\u0131land\u0131rmay\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n\n<p>Metin s\u0131n\u0131fland\u0131rma, i\u015fletmelerin e-postalardan destek taleplerine kadar her t\u00fcrl\u00fc bilgiyi h\u0131zl\u0131 ve ucuz bir \u015fekilde analiz ederek de\u011ferli i\u00e7g\u00f6r\u00fcler elde etmelerini sa\u011flar.<\/p>\n\n<p>A\u015fa\u011f\u0131da, metin s\u0131n\u0131fland\u0131rmas\u0131 i\u00e7in en yayg\u0131n g\u00f6revlerden baz\u0131lar\u0131n\u0131 tart\u0131\u015faca\u011f\u0131z: konu analizi, duygu analizi, dil alg\u0131lama ve niyet alg\u0131lama.<\/p>\n\n<ul>\n<h3><\/h3><li>Konu Analizi<\/li>\n<\/ul>\n\n<p>Metin madencili\u011fi, bir metnin ana temalar\u0131n\u0131 veya konular\u0131n\u0131 anlamaya yard\u0131mc\u0131 olur ve metin verilerini d\u00fczenlemenin en yayg\u0131n y\u00f6ntemlerinden biridir. \u00d6rne\u011fin, online sipari\u015fimin ula\u015fmad\u0131\u011f\u0131n\u0131 belirten bir destek bileti, kargo sorunu olarak s\u0131n\u0131fland\u0131r\u0131labilir.<\/p>\n\n<p><strong>Konu analizi i\u00e7in QuestionPro anket yaz\u0131l\u0131m\u0131ndan yararlanabilirsiniz. QuestionPro ile anket sorular\u0131na verilen yan\u0131tlar\u0131 otomatik olarak analiz edebilir ve kat\u0131l\u0131mc\u0131lar\u0131n tart\u0131\u015ft\u0131\u011f\u0131 ana konular\u0131 belirleyebilirsiniz.  <\/strong><\/p>\n\n<p><strong>M\u00fc\u015fterilerinizin ne istedi\u011fini ve neye ihtiya\u00e7 duydu\u011funu anlaman\u0131za yard\u0131mc\u0131 olabilir, bu da daha iyi i\u015f kararlar\u0131 alman\u0131za ve m\u00fc\u015fterilerinizi daha mutlu etmenize yard\u0131mc\u0131 olabilir.<\/strong><\/p>\n\n<ul>\n<h3><\/h3><li>Duygu Analizi <\/li>\n<\/ul>\n\n<p><a href=\"https:\/\/www.questionpro.com\/features\/sentiment-analysis.html\">Duygu analizi<\/a>, metin madencili\u011finin en \u00f6nemli y\u00f6ntemlerinden biridir. Herhangi bir metnin alt\u0131nda yatan duygular\u0131 incelemeyi gerektirir.<\/p>\n\n<p> <em>Web siteniz i\u00e7in bir dizi incelemeye bakt\u0131\u011f\u0131n\u0131z\u0131 varsay\u0131n. Bu incelemelerde en \u00e7ok UI-UX veya Kullan\u0131m Kolayl\u0131\u011f\u0131n\u0131n g\u00fcndeme geldi\u011fini g\u00f6rebilirsiniz, ancak herhangi bir sonuca varmak i\u00e7in daha fazla bilgiye ihtiyac\u0131n\u0131z var.  <\/em><\/p>\n\n<p>Duygu analizi, bir metnin ne hakk\u0131nda oldu\u011funu, ne anlama geldi\u011fini ve olumlu, olumsuz veya tarafs\u0131z olup olmad\u0131\u011f\u0131n\u0131 anlaman\u0131za yard\u0131mc\u0131 olur. Duygu analizi, yorumlar\u0131 veya destek biletlerini okumak ya da insanlar\u0131n sosyal medyada neler s\u00f6yledi\u011fine bakmak gibi bir\u00e7ok farkl\u0131 \u015fey i\u00e7in kullan\u0131labilen yararl\u0131 bir i\u015f arac\u0131d\u0131r.  <\/p>\n\n<p><strong>QuestionPro, \u00e7ok y\u00f6nl\u00fc \u00f6zelliklere sahip eksiksiz bir anket yaz\u0131l\u0131m\u0131d\u0131r ve duygu analizi de bunlardan biridir. \u0130\u015fletmeniz i\u00e7in duyarl\u0131l\u0131k analizi ara\u00e7lar\u0131 ar\u0131yorsan\u0131z, QuestionPro \u015f\u00fcphesiz sizin i\u00e7in en iyi se\u00e7enektir.<\/strong><\/p>\n\n<p><strong>QuestionPro ile, anket yan\u0131tlar\u0131n\u0131 otomatik olarak analiz etmek ve kat\u0131l\u0131mc\u0131n\u0131n yan\u0131tlar\u0131n\u0131n genel duyarl\u0131l\u0131\u011f\u0131n\u0131 (olumlu, olumsuz veya n\u00f6tr) belirlemek i\u00e7in duyarl\u0131l\u0131k analizi arac\u0131n\u0131 kullanabilirsiniz.  <\/strong><\/p>\n\n<p><strong>\u0130\u015fle ilgili kararlar alman\u0131za ve m\u00fc\u015fteri memnuniyetini art\u0131rman\u0131za yard\u0131mc\u0131 olabilirler. Ayr\u0131ca m\u00fc\u015fteri geri bildirimlerindeki e\u011filimleri ve kal\u0131plar\u0131 h\u0131zl\u0131 ve kolay bir \u015fekilde bulman\u0131za yard\u0131mc\u0131 olabilir.<\/strong><\/p>\n\n<ul>\n<h3><\/h3><li>Dil Alg\u0131lama<\/li>\n<\/ul>\n\n<p>Metin madencili\u011finin yapabilece\u011fi en iyi \u015feylerden biri, destek biletlerini dillerine g\u00f6re do\u011fru ekibe otomatik olarak g\u00f6ndermektir. Bu g\u00f6revin otomatikle\u015ftirilmesi kolayd\u0131r, bu da ekipler i\u00e7in de\u011ferli zaman tasarrufu sa\u011flar. Bir metni diline g\u00f6re s\u0131n\u0131fland\u0131rman\u0131za olanak tan\u0131r.<\/p>\n\n<ul>\n<h3><\/h3><li>Niyet Tespiti<\/li>\n<\/ul>\n\n<p>Bir metnin ne s\u00f6ylemeye \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 veya neden yaz\u0131ld\u0131\u011f\u0131n\u0131 otomatik olarak anlamak i\u00e7in bir metin s\u0131n\u0131fland\u0131r\u0131c\u0131 kullanabilirsiniz. M\u00fc\u015fterilerin ne dedi\u011fini anlamaya \u00e7al\u0131\u015f\u0131rken \u00e7ok yard\u0131mc\u0131 olabilir.  <\/p>\n\n<p><em>\u00d6rne\u011fin, \u00fcr\u00fcn\u00fcn\u00fczle ilgilenen potansiyelleri ve abonelikten \u00e7\u0131kmak isteyenleri bulmak i\u00e7in giden sat\u0131\u015f e-postas\u0131 yan\u0131tlar\u0131n\u0131 s\u0131ralayabilirsiniz.<\/em><\/p>\n\n<ol start=\"2\">\n<h3><\/h3><li>Metin \u00c7\u0131karma<\/li>\n<\/ol>\n\n<p>Metin \u00e7\u0131karma, bir metinden anahtar kelimeler, varl\u0131k adlar\u0131, adresler, e-postalar vb. gibi belirli verileri \u00e7\u0131karan bir metin analitik y\u00f6ntemidir. \u0130\u015fletmeler, metin \u00e7\u0131karma \u00f6zelli\u011fini kullanarak \u00f6nemli bilgileri \u00e7\u0131karmak i\u00e7in verilerini manuel olarak s\u0131ralama zahmetinden kurtulabilir.<\/p>\n\n<p>A\u015fa\u011f\u0131da, metin \u00e7\u0131karman\u0131n en \u00f6nemli k\u0131s\u0131mlar\u0131ndan baz\u0131lar\u0131ndan bahsedece\u011fiz: anahtar kelime \u00e7\u0131karma, adland\u0131r\u0131lm\u0131\u015f varl\u0131k tan\u0131ma ve \u00f6zellik \u00e7\u0131karma.<\/p>\n\n<ol start=\"3\">\n<h3><\/h3><li>Anahtar Kelime \u00c7\u0131karma<\/li>\n<\/ol>\n\n<p>Anahtar kelimeler bir metindeki en \u00f6nemli unsurlard\u0131r ve metnin i\u00e7eri\u011fini analiz etmek i\u00e7in kullan\u0131labilir. Bir anahtar kelime \u00e7\u0131kar\u0131c\u0131 kullanmak, di\u011fer \u015feylerin yan\u0131 s\u0131ra aranabilir verileri dizine eklemenize, metin i\u00e7eri\u011fini \u00f6zetlemenize ve etiket bulutlar\u0131 olu\u015fturman\u0131za olanak tan\u0131r.<\/p>\n\n<ol start=\"4\">\n<h3><\/h3><li>Adland\u0131r\u0131lm\u0131\u015f Varl\u0131k Tan\u0131ma<\/li>\n<\/ol>\n\n<p>Bir metinden i\u015fletmelerin, kurulu\u015flar\u0131n veya ki\u015filerin adlar\u0131n\u0131 bulman\u0131z\u0131 ve \u00e7\u0131karman\u0131z\u0131 sa\u011flar.<\/p>\n\n<ol start=\"5\">\n<h3><\/h3><li>\u00d6zellik \u00c7\u0131karma<\/li>\n<\/ol>\n\n<p>Bir veri setindeki bir \u00fcr\u00fcn veya hizmetin belirli \u00f6zelliklerinin belirlenmesine yard\u0131mc\u0131 olur. \u00d6rne\u011fin, \u00fcr\u00fcn ayr\u0131nt\u0131lar\u0131na bak\u0131yorsan\u0131z, renk, marka, model vb. gibi ayr\u0131nt\u0131lar\u0131 \u00e7\u0131karmak kolay olacakt\u0131r.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"how_to_use_text_mining_in_business?\">\u0130\u015fletmelerde Metin Madencili\u011fi Nas\u0131l Kullan\u0131l\u0131r?<\/h2>\n\n<p>Metin madencili\u011fi yaz\u0131l\u0131m\u0131 kullanmak i\u015fletmeler i\u00e7in \u00e7ok faydal\u0131 olabilir. Akl\u0131n\u0131za gelebilecek her sekt\u00f6rde yararl\u0131 bilgiler verebilir ve i\u015f zekas\u0131n\u0131n geli\u015fmesine yard\u0131mc\u0131 olabilirler. \u0130\u015f d\u00fcnyas\u0131nda, bir veri madencili\u011fi API&#8217;si genellikle a\u015fa\u011f\u0131daki \u015fekillerde kullan\u0131l\u0131r:<\/p>\n\n<ul>\n<h3><\/h3><li>\u0130tibar Y\u00f6netimi<\/li>\n<\/ul>\n\n<p>G\u00fcn\u00fcm\u00fcz\u00fcn modern k\u00fclt\u00fcr\u00fcnde bir \u015firketin kamusal imaj\u0131 kusursuz olmal\u0131d\u0131r. Metin madencili\u011fi, sosyal medya dinleme ve m\u00fc\u015fterinin sesi (VoC) verilerini, tweetleri, yorumlar\u0131, haberleri ve bunlara at\u0131fta bulunan di\u011fer geri bildirimleri veya bunlarla ilgili herhangi bir \u015feyi analiz ederek anlaman\u0131za yard\u0131mc\u0131 olur.  <\/p>\n\n<p>\u015eirket liderleri, yat\u0131r\u0131mc\u0131lar, siyasi partiler ve \u015firketin destekledi\u011fi gruplar\u0131n yan\u0131 s\u0131ra \u00e7al\u0131\u015fanlar ve ortaklar\u0131 da i\u00e7erir. \u015eirketler \u00f6nleyici faaliyetler uygulayarak itibarlar\u0131n\u0131 ger\u00e7ek zamanl\u0131 olarak art\u0131rabilirler.<\/p>\n\n<ul>\n<h3><\/h3><li>Arama Motoru Optimizasyonu<\/li>\n<\/ul>\n\n<p>Bing ve Google gibi arama motorlar\u0131, i\u00e7erik pazarlama web sitelerindeki spam ve dolgu metinlerini tan\u0131mak i\u00e7in metin madencili\u011fini kullan\u0131r.  <\/p>\n\n<p>Motor, yaz\u0131m, i\u00e7erik ve niyete g\u00f6re bir e-postay\u0131 spam olarak i\u015faretleyebilir veya arama s\u0131ralamas\u0131n\u0131 y\u00fckseltmek i\u00e7in anahtar kelime dolduran bir \u015firket web sitesini cezaland\u0131rabilir. Bir metin analizi API&#8217;si, bir \u015firketin kendi arama motorunu optimize etmek ve g\u00fc\u00e7lendirmek i\u00e7in de kullan\u0131labilir.  <\/p>\n\n<ul>\n<h3><\/h3><li>Verilerdeki \u00d6r\u00fcnt\u00fcleri Bulma<\/li>\n<\/ul>\n\n<p>Hem ge\u00e7mi\u015f hem de g\u00fcncel verilerdeki kal\u0131plar\u0131 bulmak, t\u0131bbi tedaviler ve klinik deneyler, yeni \u00fcr\u00fcn geli\u015ftirme, gayrimenkul planlama ve di\u011fer y\u00fcksek oranda para kazan\u0131lan ve zamana duyarl\u0131 alanlarda kritik bir husustur.  <\/p>\n\n<p>Metin analiti\u011fi, i\u015fletmelerin m\u00fc\u015fteri davran\u0131\u015flar\u0131 da dahil olmak \u00fczere \u00e7e\u015fitli ama\u00e7larla veri modellerini ara\u015ft\u0131rmas\u0131na olanak tan\u0131r. \u00d6r\u00fcnt\u00fcler ve e\u011filimler, g\u00fcvenlik ve g\u00f6zetim i\u00e7in yeni politikalar geli\u015ftirmenin yan\u0131 s\u0131ra trafi\u011fin yo\u011fun oldu\u011fu g\u00fczergahlardaki s\u0131k\u0131\u015f\u0131kl\u0131\u011f\u0131 hafifletmek i\u00e7in trafik d\u00fczenlemeleri ve g\u00f6\u00e7menlik politikalar\u0131 a\u00e7\u0131s\u0131ndan da faydal\u0131 olabilir.<\/p>\n\n<ul>\n<h3><\/h3><li>Anketler &amp; \u0130ncelemeler<\/li>\n<\/ul>\n\n<p>\u0130ster sosyal medyadaki yorumlar, ister e-postalar veya pazar ara\u015ft\u0131rmas\u0131 anketleri arac\u0131l\u0131\u011f\u0131yla olsun, ak\u0131ll\u0131 bir metin analizi API&#8217;si konular\u0131 ve temalar\u0131 tan\u0131yabilir ve s\u0131n\u0131fland\u0131rabilir.  <\/p>\n\n<p>Bir metin analitik \u00e7\u00f6z\u00fcm\u00fc, t\u00fcm y\u00f6nlerin ve temalar\u0131n tek bir incelemede dikkate al\u0131nmas\u0131n\u0131 sa\u011flamak i\u00e7in do\u011fal dil i\u015fleme (NLP) ve y\u00f6n tabanl\u0131 duygu analizi gibi teknikler kullan\u0131r. Bu vaka \u00e7al\u0131\u015fmas\u0131, anketlerin metin madencili\u011fi ile en etkili \u015fekilde nas\u0131l kullan\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6stermektedir.<\/p>\n\n<p><strong>Anket yapmak i\u00e7in QuestionPro ile ileti\u015fime ge\u00e7in. QuestionPro, haz\u0131r \u015fablonlar ile \u00e7ok y\u00f6nl\u00fc anket \u00f6zelliklerine sahiptir. Ayr\u0131ca geli\u015fmi\u015f \u00f6zellikleri ile anket tasar\u0131m\u0131n\u0131z\u0131 \u00f6zelle\u015ftirebilirsiniz.<\/strong><\/p>\n\n<ul>\n<h3><\/h3><li>\u00c7al\u0131\u015fan\u0131n Sesi &amp; \u0130\u015fe Al\u0131m<\/li>\n<\/ul>\n\n<p>Metin madencili\u011fi, i\u015f i\u00e7in en iyi aday\u0131 bulman\u0131za yard\u0131mc\u0131 olabilir. Do\u011fru aday\u0131 bulmak i\u00e7in anahtar kelime analizi kullanarak bir i\u015fe al\u0131m veritaban\u0131ndaki binlerce kay\u0131t aras\u0131nda arama yapabilir. Y\u0131ld\u0131z \u00e7al\u0131\u015fanlar\u0131n\u0131z\u0131n i\u015flerinde mutlu olmalar\u0131n\u0131 sa\u011flayarak \u00e7al\u0131\u015fan kayb\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde azaltabilirsiniz.  <\/p>\n\n<p>\u00c7al\u0131\u015fan yolculu\u011fu boyunca ses, sohbet ve video platformlar\u0131 gibi \u00e7al\u0131\u015fan\u0131n sesi (VoE) geri bildirim programlar\u0131n\u0131n kullan\u0131lmas\u0131, besleyici bir \u00e7al\u0131\u015fma ortam\u0131 ve derin \u00e7al\u0131\u015fan-i\u015fveren ba\u011fl\u0131l\u0131\u011f\u0131 yaratma konusunda de\u011ferli i\u00e7g\u00f6r\u00fcler sa\u011flayabilir.<\/p>\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">Sonu\u00e7<\/h2>\n\n<p>Metin madencili\u011fi, metin verilerindeki e\u011filimleri ve i\u00e7g\u00f6r\u00fcleri belirlemek i\u00e7in etkili bir ara\u00e7t\u0131r ve bir\u00e7ok uygulamas\u0131 vard\u0131r. Do\u011fal dil i\u015fleme ve makine \u00f6\u011frenimi gibi di\u011fer tekniklerle birle\u015ftirilerek geli\u015ftirilebilir.  <\/p>\n\n<p>Genel olarak, karar verme s\u00fcrecini bilgilendirmek ve i\u015f sonu\u00e7lar\u0131n\u0131 iyile\u015ftirmek i\u00e7in kullan\u0131labilecek metin verilerinden i\u00e7g\u00f6r\u00fc elde etmek i\u00e7in \u00f6nemli bir ara\u00e7t\u0131r.<\/p>\n\n<p>\u015eimdi i\u015finizde metin madencili\u011fini kullanma zaman\u0131. Herhangi bir yard\u0131ma ihtiyac\u0131n\u0131z olursa, QuestionPro sizin i\u00e7in orada. QuestionPro, m\u00fckemmel \u00f6zelliklere sahip eksiksiz bir anket yaz\u0131l\u0131m\u0131d\u0131r. M\u00fc\u015fteri ve \u00e7al\u0131\u015fan geri bildirimlerinizi \u00f6\u011frenmek i\u00e7in anketler yapman\u0131za izin veriyoruz.  <\/p>\n\n<p>QuestionPro&#8217;nun metin analizi \u00f6zelli\u011fi ile i\u015f verilerinizi de analiz edebilirsiniz. Bu y\u00fczden zaman\u0131n\u0131z\u0131 bo\u015fa harcamadan, \u00fccretsiz deneme i\u00e7in QuestionPro ile ileti\u015fime ge\u00e7in.<\/p>\n\n<p><\/p><p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/research-edition-survey-software\/\" target=\"_blank\" rel=\"noopener\">\n  <button>DAHA FAZLA BI\u0307LGI\u0307 EDI\u0307NI\u0307N<\/button>\n<\/a>       <a href=\"https:\/\/www.questionpro.com\/a\/showEntry.do?classID=1053&amp;sourceRef=blog\" target=\"_blank\" rel=\"noopener\">\n  <button>\u00dcCRETS\u0130Z DENEME<\/button>\n<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Metin madencili\u011fi, d\u00fcnyadaki verilerin neredeyse %80&#8217;ini olu\u015fturan yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin analiz edilmesi ve i\u015flenmesinde kullan\u0131lan en \u00f6nemli y\u00f6ntemlerden biridir. G\u00fcn\u00fcm\u00fczde \u00e7o\u011fu [&hellip;]<\/p>\n","protected":false},"author":49,"featured_media":777462,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1114],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Metin Madencili\u011fi: Nedir, Y\u00f6ntemleri + \u0130\u015fletmelerde Nas\u0131l Kullan\u0131l\u0131r<\/title>\n<meta name=\"description\" content=\"Metin madencili\u011fi, yap\u0131land\u0131r\u0131lmam\u0131\u015f verilerin analiz edilmesi + i\u015flenmesi i\u00e7in gereklidir. \u00dcr\u00fcnlerinden ve markas\u0131ndan nas\u0131l ve ne zaman bahsedildi\u011fini takip 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