{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:27:25Z","timestamp":1781105245619,"version":"3.54.1"},"reference-count":25,"publisher":"IGI Global Scientific Publishing","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2017,1]]},"abstract":"<jats:p>Political elections can be defined as systems that contain political tendencies and voters' perceptions and preferences. The outputs of those systems are formed by specific attributes of individuals such as age, gender, occupancy, educational status, socio-economic status, religious belief, etc. Those attributes can create a data set, which contains hidden information and undiscovered patterns that can be revealed by using data mining methods and techniques. The main purpose of this study is to define voting tendencies in politics by using some of data mining methods. According to that purpose, the survey results, which were prepared and applied before 2011 elections of Turkey by KONDA Research and Consultancy Company, were used as raw data set. After Preprocessing of data, models were generated via data mining algorithms, such as Gini, C4.5 Decision Tree, Naive Bayes and Random Forest. Because of increasing popularity and flexibility in analyzing process, R language and Rstudio environment were used.<\/jats:p>","DOI":"10.4018\/ijea.2017010105","type":"journal-article","created":{"date-parts":[[2017,2,23]],"date-time":"2017-02-23T11:16:30Z","timestamp":1487848590000},"page":"50-58","source":"Crossref","is-referenced-by-count":1,"title":["Determination of Voting Tendencies in Turkey through Data Mining Algorithms"],"prefix":"10.4018","volume":"9","author":[{"given":"Ali","family":"Bay\u0131r","sequence":"first","affiliation":[{"name":"Informatics Department, Istanbul University, Istanbul, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sebnem","family":"Ozdemir","sequence":"additional","affiliation":[{"name":"Informatics Department, Istanbul University, Istanbul, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sevin\u00e7","family":"G\u00fclse\u00e7en","sequence":"additional","affiliation":[{"name":"Informatics Department, Istanbul University, Istanbul, Turkey"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"IJEA.2017010105-0","author":"H.Akp\u0131nar","year":"2014","journal-title":"Data: Veri Madencili\u011fi, Veri Analizi"},{"key":"IJEA.2017010105-1","first-page":"211","article-title":"Se\u00e7im Hukukunun G\u00fcncel Sorunlar\u0131","volume":"23","author":"Y.Atar","year":"2006","journal-title":"Anayasa Yarg\u0131s\u0131 Dergisi"},{"key":"IJEA.2017010105-2","doi-asserted-by":"publisher","DOI":"10.3102\/0013189X018003017"},{"key":"IJEA.2017010105-3","author":"U. C.Dalg\u0131\u00e7","year":"2006","journal-title":"T\u00fcrkiye\u2019de Se\u00e7men Davran\u0131\u015flar\u0131n\u0131 Etkileyen Sosyo-Ekonomik Fakt\u00f6rler"},{"issue":"1","key":"IJEA.2017010105-4","first-page":"58","article-title":"Se\u00e7menin Zihnindeki Aday \u0130maj\u0131n\u0131 Belirleyen Etkenler: 28 Mart 2004 Yerel Se\u00e7imleri Alan Ara\u015ft\u0131rmas\u0131","volume":"4","author":"Z.Damlap\u0131nar","year":"2005","journal-title":"Sel\u00e7uk \u0130leti\u015fim Dergisi"},{"key":"IJEA.2017010105-5","first-page":"159","article-title":"Yerel Se\u00e7imlerde Se\u00e7men Tercihi: 29 Mart Yerel Se\u00e7imleri Elaz\u0131\u011f Se\u00e7meni \u00d6rne\u011fi","volume":"2","author":"A.Do\u011fan","year":"2010","journal-title":"Eski\u015fehir Osman Gazi \u00dcniversitesi \u0130\u0130BF Dergisi"},{"key":"IJEA.2017010105-6","unstructured":"G\u00fclmen, Y. (1979). T\u00fcrk Se\u00e7men Davran\u0131\u015f\u0131nda Ekonomik ve Sosyal Fakt\u00f6rlerin Rol\u00fc. \u0130stanbul \u00dcniversitesi Yay\u0131nlar\u0131, 2531."},{"issue":"2","key":"IJEA.2017010105-7","first-page":"77","article-title":"An Educational Data Mining Model For Online Teaching And Learning.","volume":"5","author":"J. L.Hung","year":"2012","journal-title":"Journal of Educational Technology Development and Exchange"},{"key":"IJEA.2017010105-8","author":"Z. Y.Kaban","year":"1995","journal-title":"T\u00fcrkiye\u2019de Ara\u015ft\u0131rma \u015eirketleri"},{"issue":"1-4","key":"IJEA.2017010105-9","first-page":"160","volume":"37","author":"E.Kalayc\u0131o\u011flu","year":"1977","journal-title":"Siyasal Kat\u0131lman\u0131n Ko\u015fullar\u0131na Genel Bir Bak\u0131\u015f. \u0130stanbul \u00dcniversitesi \u0130ktisat Fak\u00fcltesi Mecmuas\u0131"},{"key":"IJEA.2017010105-10","author":"A.Kalender","year":"1998","journal-title":"Se\u00e7men Tercihini Etkileyen Propaganda ve \u0130leti\u015fim Fakt\u00f6rleri: T\u00fcrk Se\u00e7men Davran\u0131\u015f\u0131 \u00dczerine Bir Ara\u015ft\u0131rma (Konya \u00d6rne\u011fi)"},{"key":"IJEA.2017010105-11","doi-asserted-by":"crossref","unstructured":"Kantardzic, M. (2011). Data Mining: Concepts, Models, Methods, and Algorithms. New Jersey: John Wiley & Sons Publication.","DOI":"10.1002\/9781118029145"},{"key":"IJEA.2017010105-12","unstructured":"\u00d6zdemir, \u015e. (2016, June 2-3). Prediction of vocational school students\u2019 academic success by using C4.5. Proceedings of theInternational Conference on Innovative Teaching and Technology in Higher Education ITTHE \u201816, Kadir Has University, Istanbul, Turkey."},{"key":"IJEA.2017010105-13","first-page":"64","volume":"3","author":"S.\u00d6zekes","year":"2003","journal-title":"Veri Madencili\u011fi Modelleri ve Uygulama Alanlar\u0131. \u0130stanbul Ticaret \u00dcniversitesi Dergisi"},{"key":"IJEA.2017010105-14","author":"Y.\u00d6zkan","year":"2008","journal-title":"Veri Madencili\u011fi Y\u00f6ntemleri"},{"key":"IJEA.2017010105-15","unstructured":"Rstudio. (2015). RStudio:Take control of your R code. Retrieved from https:\/\/www.rstudio.com\/products\/rstudio\/"},{"key":"IJEA.2017010105-16","author":"A. Y.Sar\u0131bay","year":"2006","journal-title":"Politik Bilim, 3"},{"key":"IJEA.2017010105-17","unstructured":"\u015eeng\u00fcr, D., & Tekin, A. (2013). \u00d6\u011frencilerin Mezuniyet Notlar\u0131n\u0131n Veri Madencili\u011fi Metotlar\u0131 \u0130le Tahmini. International Journal Of Informatics Technologies, 2013, 7-16."},{"issue":"1","key":"IJEA.2017010105-18","first-page":"55","article-title":"Siyasal Nitelikli Kamuoyu Ara\u015ft\u0131rmalar\u0131 ve 24 Aral\u0131k 1995 Genel Se\u00e7imler \u00d6rne\u011fi","volume":"6","author":"M.Sezgin","year":"2003","journal-title":"Sel\u00e7uk \u00dcniversitesi Sosyal Bilimler Meslek Y\u00fcksek Okulu Dergisi"},{"key":"IJEA.2017010105-19","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-662-46193-8"},{"key":"IJEA.2017010105-20","author":"G.Silahtaro\u011flu","year":"2008","journal-title":"Kavram ve Algoritmalar\u0131yla Temel Veri Madencili\u011fi"},{"key":"IJEA.2017010105-21","unstructured":"Szkolar, D. (2013). Data Mining in Obama\u2019s 2012 Victory. Retrieved from http:\/\/infospace.ischool.syr.edu\/2013\/01\/24\/data-mining-in-obamas-2012-victory\/"},{"key":"IJEA.2017010105-22","author":"M.Temizel","year":"2012","journal-title":"T\u00fcrkiye\u2019de Se\u00e7men Davran\u0131\u015flar\u0131nda Sosyo-Psikolojik, K\u00fclt\u00fcrel ve Dinsel Fakt\u00f6rlerin Rol\u00fc: Kuramsal ve Ampirik Bir \u00c7al\u0131\u015fma"},{"key":"IJEA.2017010105-23","unstructured":"Visa, S., Ramsay, B., Ralescu, A., & Knaap, E. (2011). Confusion Matrix-based Feature Selection. Retrieved from http:\/\/ceur-ws.org\/Vol-710\/paper37.pdf"},{"key":"IJEA.2017010105-24","unstructured":"Y\u0131ld\u0131z, O. (2014). Makine \u00d6\u011frenmesi \u0130le Uzaktan E\u011fitim \u00d6\u011frencilerinin Performanslar\u0131n\u0131n De\u011ferlendirilmesi. Yay\u0131nlanmam\u0131\u015f Doktora Tezi. \u0130stanbul \u00dcniversitesi Fen Bilimleri Enstit\u00fcs\u00fc."}],"container-title":["International Journal of E-Adoption"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=178502","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,6]],"date-time":"2022-05-06T08:01:58Z","timestamp":1651824118000},"score":1,"resource":{"primary":{"URL":"http:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/IJEA.2017010105"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2017,1]]},"references-count":25,"journal-issue":{"issue":"1"},"URL":"https:\/\/doi.org\/10.4018\/ijea.2017010105","relation":{},"ISSN":["1937-9633","1937-9641"],"issn-type":[{"value":"1937-9633","type":"print"},{"value":"1937-9641","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,1]]}}}