Araştırma Makalesi

Comparison of machine learning classification algorithms for purchasing forecast

Cilt: 8 Sayı: 1 11 Ocak 2021
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Comparison of machine learning classification algorithms for purchasing forecast

Öz

With the development of computer technologies and invention of internet, many concepts have entered our lives. With the starting of wide usage of globalized internet network, concept of machine learning has emerged in time for smarter management of data flow in big dimensions. In line with technological developments, all activities began to be carried to digital environment and as a result of this, concept of e-commerce has entered our lives. E-commerce is one of the areas where machine learning is used most widely. By examining product purchasing situations in accordance with data available at the enterprises, various researches have been made for selection of most appropriate model in order to predict future data. In the study it was mentioned about concepts of e-commerce and machine learning and by applying Logistic Regression, Naïve Bayes and Support Vector Machines being machine learning classification algorithms, it has been aimed to determine the model having best accuracy ratio.

Anahtar Kelimeler

Kaynakça

  1. ALAN, A. & KARABATAK, M. (2020). Veri Seti - Sınıflandırma İlişkisinde Performansa Etki Eden Faktörlerin Değerlendirilmesi. Fırat Üniversitesi Müh. Bil. Dergisi. 32(2), 531-540.
  2. ALPAYDIN, E. (2010). Introduction to Machine Learning, United States of America. Massachusetts Institute of Technology. Second Edition, ISBN-13: 978-0-262-01243-0.
  3. ALPAYDIN, E. (2016). Machine learning: The New AI, United States of America. Massachusetts Institute of Technology. Fist Edition, ISBN-13: 978-0262529518.
  4. AYDIN, C. (2018). Makine Öğrenmesi Algoritmaları Kullanılarak İtfaiye İstasyonu İhtiyacının Sınıflandırılması. European Journal of Science and Technology. 14, 169-175.
  5. BAGUI, S., FANG, X., KALAIMANNAN, E., BAGUI, S.C. & SHEEHAN, J., (2017). Comparison of Machine-Learning Algorithms for Classification of VPN Network Traffic Flow Using Time-Related Features. Journal of Cyber Security Technology, https://doi.org/10.1080/23742917.2017.1321891, 1(2), 108-126.
  6. BARTLETT, J. (2015). The Dark Net: Inside the Digital Underworld, United States of America. Melville House, ISBN: 978-1-61219-489-9.
  7. BOZKIR, A.S, SEZER, E. & GÖK, B. (2009). Öğrenci Seçme Sınavında (ÖSS) Öğrenci Başarımını Etkileyen Faktörlerin Veri Madenciliği Yöntemleriyle Tespiti. 5th International Advanced Technologies Symposium, 13-15 May, Karabük, 1-7.
  8. COLEMAN, M.J. & GANONG, L.H. (2014). The Social History of the American Family: An Encyclopedia. United States of America: Sage Publications.

Ayrıntılar

Birincil Dil

İngilizce

Konular

Finans, İşletme

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

11 Ocak 2021

Gönderilme Tarihi

7 Ocak 2021

Kabul Tarihi

29 Ocak 2021

Yayımlandığı Sayı

Yıl 2021 Cilt: 8 Sayı: 1

Kaynak Göster

APA
Özdemir, R., & Turanlı, M. (2021). Comparison of machine learning classification algorithms for purchasing forecast. Journal of Life Economics, 8(1), 59-68. https://doi.org/10.15637/jlecon.8.1.06
AMA
1.Özdemir R, Turanlı M. Comparison of machine learning classification algorithms for purchasing forecast. JLECON. 2021;8(1):59-68. doi:10.15637/jlecon.8.1.06
Chicago
Özdemir, Rabia, ve Münevver Turanlı. 2021. “Comparison of machine learning classification algorithms for purchasing forecast”. Journal of Life Economics 8 (1): 59-68. https://doi.org/10.15637/jlecon.8.1.06.
EndNote
Özdemir R, Turanlı M (01 Ocak 2021) Comparison of machine learning classification algorithms for purchasing forecast. Journal of Life Economics 8 1 59–68.
IEEE
[1]R. Özdemir ve M. Turanlı, “Comparison of machine learning classification algorithms for purchasing forecast”, JLECON, c. 8, sy 1, ss. 59–68, Oca. 2021, doi: 10.15637/jlecon.8.1.06.
ISNAD
Özdemir, Rabia - Turanlı, Münevver. “Comparison of machine learning classification algorithms for purchasing forecast”. Journal of Life Economics 8/1 (01 Ocak 2021): 59-68. https://doi.org/10.15637/jlecon.8.1.06.
JAMA
1.Özdemir R, Turanlı M. Comparison of machine learning classification algorithms for purchasing forecast. JLECON. 2021;8:59–68.
MLA
Özdemir, Rabia, ve Münevver Turanlı. “Comparison of machine learning classification algorithms for purchasing forecast”. Journal of Life Economics, c. 8, sy 1, Ocak 2021, ss. 59-68, doi:10.15637/jlecon.8.1.06.
Vancouver
1.Rabia Özdemir, Münevver Turanlı. Comparison of machine learning classification algorithms for purchasing forecast. JLECON. 01 Ocak 2021;8(1):59-68. doi:10.15637/jlecon.8.1.06