Performance Analysis of Statistical and Supervised Learning Techniques in Stock Data Mining
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- Minjian Ye & Guangzhong Li, 2017. "Internet big data and capital markets: a literature review," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 3(1), pages 1-18, December.
- Athanasios Kolios & Varvara Mytilinou & Estivaliz Lozano-Minguez & Konstantinos Salonitis, 2016. "A Comparative Study of Multiple-Criteria Decision-Making Methods under Stochastic Inputs," Energies, MDPI, vol. 9(7), pages 1-21, July.
- Hamada, Robert, et al, 1988. "The Role of Statistics in Accounting, Marketing, Finance, and Production," Journal of Business & Economic Statistics, American Statistical Association, vol. 6(2), pages 261-272, April.
- Mehdi Khashei & Zahra Hajirahimi, 2017. "Performance evaluation of series and parallel strategies for financial time series forecasting," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 3(1), pages 1-24, December.
- Sarat Chandra Nayak & Bijan Bihari Misra, 2018. "Estimating stock closing indices using a GA-weighted condensed polynomial neural network," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 4(1), pages 1-22, December.
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Keywords
stock forecasting; naïve Bayes; C4.5; random forest; logistic regression; support vector machine;All these keywords.
JEL classification:
Statistics
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