Integrating GA-based time-scale feature extractions with SVMs for stock index forecasting

[1]  T. Bollerslev,et al.  Generalized autoregressive conditional heteroskedasticity , 1986 .

[2]  Charles K. Chui,et al.  An Introduction to Wavelets , 1992 .

[3]  Paul A. Fishwick,et al.  Feedforward Neural Nets as Models for Time Series Forecasting , 1993, INFORMS J. Comput..

[4]  I. Daubechies.  Ten Lectures on Wavelets , 1992 .

[5]  Jae Kyu Lee,et al.  Performance of Neural Networks in Managerial Forecasting , 1993 .

[6]  Jung-Hua Wang,et al.  Stock market trend prediction using ARIMA-based neural networks , 1996, Proceedings of International Conference on Neural Networks (ICNN'96).

[7]  William Remus,et al.  Neural Network Models for Time Series Forecasts , 1996 .

[8]  Hong-Ye Gao,et al.  Applied wavelet analysis with S-plus , 1996 .

[9]  Zuohong Pan,et al.  A Stochastic Nonlinear Regression Estimator Using Wavelets , 1998 .

[10]  J. B. Ramsey,et al.  The analysis of foreign exchange data using waveform dictionaries , 1997 .

[11]  Michael Y. Hu,et al.  Neural network forecasting of the British pound/US dol-lar exchange rate , 1998 .

[12]  R. Davidson,et al.  Wavelet Analysis of Commodity Price BehaviorbyRussell , 1998 .

[13]  J. B. Ramsey,et al.  DECOMPOSITION OF ECONOMIC RELATIONSHIPS BY TIMESCALE USING WAVELETS , 1998, Macroeconomic Dynamics.

[14]  J. B. Ramsey,et al.  The Decomposition of Economic Relationships by Time Scale Using Wavelets: Expenditure and Income , 1998 .

[15]  B. Schölkopf,et al.  Advances in kernel methods: support vector learning , 1999 .

[16]  Nello Cristianini,et al.  An introduction to Support Vector Machines , 2000 .

[17]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[18]  Jingtao Yao,et al.  A case study on using neural networks to perform technical forecasting of forex , 2000, Neurocomputing.

[19]  Ralph Neuneier,et al.  Multi-agent modeling of multiple FX-markets by neural networks , 2001, IEEE Trans. Neural Networks.

[20]  R. Gencay,et al.  Scaling properties of foreign exchange volatility , 2001 .

[21]  F. Tay,et al.  Application of support vector machines in financial time series forecasting , 2001 .

[22]  Hahn-Shik Lee.  International transmission of stock market movements: a wavelet analysis , 2004 .

[23]  R. Gencay,et al.  An Introduction to Wavelets and Other Filtering Methods in Finance and Economics , 2001 .

[24]  Todd R. Ogden,et al.  Wavelet Methods for Time Series Analysis , 2002 .

[25]  F. In,et al.  The Relationship Between Financial Variables and Real Economic Activity: Evidence From Spectral and Wavelet Analyses , 2003 .

[26]  J. Kamruzzaman,et al.  Forecasting of currency exchange rates using ANN: a case study , 2003, International Conference on Neural Networks and Signal Processing, 2003. Proceedings of the 2003.

[27]  Mohamed Mohandes,et al.  Support vector machines for wind speed prediction , 2004 .

[28]  Ping-Feng Pai,et al.  A hybrid ARIMA and support vector machines model in stock price forecasting , 2005 .

[29]  Lipo Wang,et al.  Support Vector Machines: Theory and Applications (Studies in Fuzziness and Soft Computing) , 2005 .

[30]  H. Yamada.  Wavelet-based beta estimation and Japanese industrial stock prices , 2005 .

[31]  R. Gencay,et al.  Multiscale systematic risk , 2005 .

[32]  Lipo Wang.  Support vector machines : theory and applications , 2005 .

[33]  F. In,et al.  The Hedge Ratio and the Empirical Relationship between the Stock and Futures Markets: A New Approach Using Wavelet Analysis , 2006 .

[34]  Wei‐Chiang Hong.  A hybrid support vector machine regression for exchange rate prediction , 2006 .

[35]  A. M. Masih,et al.  Systematic Risk and Time Scales: New Evidence from an Application of Wavelet Approach to the Emerging Gulf Stock Markets , 2010 .