Predicting User Behavior in e-Commerce Using Machine Learning

1 Bakker, A. B., K. I. Van der Zee, K. A. Lewig, M. F. Dollard. The Relationship Between the Big Five Personality Factors and Burnout: A Study among Volunteer Counselors. – The Journal of Social Psychology, Vol. 146, 2006, No 1, pp. 31-50. Search in Google Scholar

2 Barkhi, L., Wallace. The Impact of Personality Type on Purchasing Decisions in Virtual Stores. – Information Technology Management, Vol. 8, 2007, pp. 313-330. Search in Google Scholar

3 Bayram, N., M. Aydemir. Decision-Making Styles and Personality Traits. – International Journal of Recent Advances in Organizational Behaviour and Decision Sciences, Vol. 3, 2017, No 1, pp. 905-915. Search in Google Scholar

4 Bologna, C., A. C. de Rosa, A. De Vivo, M. Gaeta, G. Sansonetti, V. Viserta. Personality-Based Recommendation in e-Commerce. – In: Proc. of 1st Workshop on Emotions and Personality in Personalized Services, Conference: EMPIRE 2013, Workshop, 2018. Search in Google Scholar

5 Camps, J., J. Stouten, M. Euwema. The Relation Between Supervisors’ Big Five Personality Traits and Employees’ Experiences of Abusive Supervision. – Frontiers in Psychology, Vol. 7, 2106, No 112, pp. 1-11. Search in Google Scholar

6 Costa, P. T., Jr., R. R. McCrae. Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) Professional Manual. Odessa, FL: Psychological Assessment Resources, 1992. Search in Google Scholar

7 Flanagin, A. J., M. J. Metzger, R. Pure, A. Markov. Mitigating Risk in Ecommerce Transactions: Perceptions of Information Credibility and the Role of User-Generated Ratings in Product Quality and Purchase Intention. – Electronic Commerce Research, Vol. 14, 2014, pp. 1-23. Search in Google Scholar

8 Friedman, H., M. Schustack. Personality: Classic Theories and Modern Research. Sixth Ed. Pearson Education, Inc., 2016. Search in Google Scholar

9 Funder, D. The Personality Puzzle. New York, WW Norton & Company, 2010. Search in Google Scholar

10 Goldberg, L. The Structure of Phenotypic Personality Traits. – American Psychologist, Vol. 48, 1993, No 1, pp. 26-34. Search in Google Scholar

11 Gosling, S. D., P. J. Rentfrow, W. B. Swann. A Very Brief Measure of the Big-Five Personality Domains. – Journal of Research in Personality, Vol. 37, 2003, No 6, pp. 504-528. Search in Google Scholar

12 Kazeminia, A., M. Kaedi, B. Ganji. Personality-Based Personalization of Online Store Features Using Genetic Programming: Analysis and Experiment. – Journal of Theoretical and Applied Electronic Commerce Research, Vol. 14, 2019, No 1, pp. 16-29. Search in Google Scholar

13 Lewis, C. D. Industrial and Business Forecasting Methods: A Practical Guide to Exponential Smoothing and Curve Fitting. London, Butterworth Scientific, 1982. Search in Google Scholar

14 Peneva, V., I. Popchev. Multicriteria Decision Making Based on Fuzzy Relations. – Cybernetics and Information Technologies, Vol. 8, 2008, No 4, pp. 3-12. Search in Google Scholar

15 Peneva, V., I. Popchev. Multicriteria Decision Making by Fuzzy Relations and Weighting Functions for the Criteria. – Cybernetics and Information Technologies, Vol. 9, 2009, No 4, pp. 58-71. Search in Google Scholar

16 Pedregosa, F., G. Varoquaux, A. Gramfort, V. Michel, B. Thirion, O. Grisel, et al. Scikit-Learn: Machine Learning in Python. – Journal of Machine Learning Research, Vol. 12, 2011, pp. 2825-2830. Search in Google Scholar

17 Popchev, I., R. Ketipov, V. Angelova. Risk Averseness and Emotional Stability in e-Commerce. – Cybernetics and Information Technologies, Vol. 21, 2021, No 3, pp. 73-84. Search in Google Scholar

18 Popchev, I., D. Orozova. Towards a Multistep Method for Assessment in e-Learning of Emerging Technologies. – Cybernetics and Information Technologies, Vol. 20, 2020, No 3, pp. 116-129. Search in Google Scholar

19 Popchev, I., V. Peneva. An Algorithm for Comparison of Fuzzy Sets. – Fuzzy Sets and Systems, Vol. 20, 1993, No 1, pp. 59-65. Search in Google Scholar

20 Stachl, C., F. Pargent, S. Hilbert, G. Harari, R. Schoedel, S. Vaid, S. Gosling, M. Buhner. Personality Research and Assessment in the Era of Machine Learning. – European Journal of Personality, Vol. 34, 2020, pp. 613-631. Search in Google Scholar

21 Tsao, W.-C., H.-R. Chang. Exploring the Impact of Personality Traits on Online Shopping Behavior. – African Journal of Business Management, Vol. 4, 2010, No 9, pp. 1800-1812. Search in Google Scholar

22 Usakli, H. A Study on Personality Traits and Shopping Online. – Zeszyty Naukowe Uniwersytetu Przyrodniczo-Humanistycznego w Siedlcach, Vol. 121. Seria: Administracja i Zarzadzanie, Vol. 48, 2019 (in Turkish). Search in Google Scholar

23 Wasserstein, R. L., N. A. Lazar. The ASA’s Statement on p-Values: Context, Process, and Purpose. – The American Statistician, Vol. 70, 2016, No 2, pp. 129-133. Search in Google Scholar