Stock Forecasting using M-Band Wavelet-Based SVR and RNN-LSTMs Models
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- Bjørn Eraker, 2004. "Do Stock Prices and Volatility Jump? Reconciling Evidence from Spot and Option Prices," Journal of Finance, American Finance Association, vol. 59(3), pages 1367-1404, June.
- Rubinstein, Mark, 1994. "Implied Binomial Trees," Journal of Finance, American Finance Association, vol. 49(3), pages 771-818, July.
- Pai, Ping-Feng & Lin, Chih-Sheng, 2005. "A hybrid ARIMA and support vector machines model in stock price forecasting," Omega, Elsevier, vol. 33(6), pages 497-505, December.
- Mark Rubinstein., 1994. "Implied Binomial Trees," Research Program in Finance Working Papers RPF-232, University of California at Berkeley.
- Zhang, G. Peter & Qi, Min, 2005. "Neural network forecasting for seasonal and trend time series," European Journal of Operational Research, Elsevier, vol. 160(2), pages 501-514, January.
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NEP fields
This paper has been announced in the following NEP Reports:- NEP-BIG-2019-04-22 (Big Data)
- NEP-CMP-2019-04-22 (Computational Economics)
- NEP-FMK-2019-04-22 (Financial Markets)
- NEP-FOR-2019-04-22 (Forecasting)
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