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Volumn 25, Issue 2, 2008, Pages 133-149

Combining wavelet-based feature extractions with relevance vector machines for stock index forecasting

Author keywords

Neural network; Relevance vector machine; Support vector machine; Time series forecasting; Wavelet analysis

Indexed keywords

BAYESIAN NETWORKS; FEATURE EXTRACTION; NEURAL NETWORKS; SUPPORT VECTOR MACHINES; TIME SERIES ANALYSIS; WAVELET ANALYSIS;

EID: 42949171426     PISSN: 02664720     EISSN: 14680394     Source Type: Journal    
DOI: 10.1111/j.1468-0394.2008.00443.x     Document Type: Article
Times cited : (25)

References (37)
  • 1
    • 42449156579 scopus 로고
    • Generalized autoregressive conditional heteroskedasticity
    • Bollerslev, T. (1986) Generalized autoregressive conditional heteroskedasticity, Journal of Econometrics, 31, 307 327.
    • (1986) Journal of Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 7
    • 0031632516 scopus 로고    scopus 로고
    • Support vector machines for system identification, Proceedings of the UKACC International Conference on Control '98, New York: IEEE, 688-692.
    • Drezet, P.M.L. R.F. Harrison (1998) Support vector machines for system identification, Proceedings of the UKACC International Conference on Control '98, New York: IEEE, 688-692.
    • (1998)
    • Drezet, P.M.L.1    Harrison, R.F.2
  • 8
    • 0035149344 scopus 로고    scopus 로고
    • Scaling properties of foreign exchange volatility
    • Gençay, R., F. Selçuk B. Whitcher (2001) Scaling properties of foreign exchange volatility, Physica, 289, 249 266.
    • (2001) Physica , vol.289 , pp. 249-266
    • Gençay, R.1    Selçuk, F.2    Whitcher, B.3
  • 12
    • 84993601065 scopus 로고
    • Relationship between the expected value and the volatility of the nominal excess return on stocks
    • Glosten, L., R. Jagannathan D. Runkle (1993) Relationship between the expected value and the volatility of the nominal excess return on stocks, Journal of Finance, 48, 1779 1801.
    • (1993) Journal of Finance , vol.48 , pp. 1779-1801
    • Glosten, L.1    Jagannathan, R.2    Runkle, D.3
  • 14
    • 0000860595 scopus 로고    scopus 로고
    • Neural network models for time series forecasts
    • Hill, T., M. O'Connor W. Remus (1996) Neural network models for time series forecasts, Management Science, 42, 1082 1092.
    • (1996) Management Science , vol.42 , pp. 1082-1092
    • Hill, T.1    O'Connor, M.2    Remus, W.3
  • 15
    • 33644623204 scopus 로고    scopus 로고
    • The hedge ratio and the empirical relationship between the stock and futures markets: A new approach using wavelet analysis
    • In, F. S. Kim (2006) The hedge ratio and the empirical relationship between the stock and futures markets: a new approach using wavelet analysis, Journal of Business, 79, 799 820.
    • (2006) Journal of Business , vol.79 , pp. 799-820
    • In, F.1    Kim, S.2
  • 17
    • 78650104171 scopus 로고    scopus 로고
    • Forecasting of currency exchange rates using ANN: a case study, Proceedings of the IEEE International Conference on Neural Networks and Signal Processing, New York: IEEE, 793-797.
    • Kamruzamman, J. R. Sarker (2003) Forecasting of currency exchange rates using ANN: a case study, Proceedings of the IEEE International Conference on Neural Networks and Signal Processing, New York: IEEE, 793-797.
    • (2003)
    • Kamruzamman, J.1    Sarker, R.2
  • 18
    • 14844357269 scopus 로고    scopus 로고
    • The relationship between financial variables and real economic activity: Evidence from spectral and wavelet analyses
    • Kim, S. F. In (2003) The relationship between financial variables and real economic activity: evidence from spectral and wavelet analyses, Studies in Nonlinear Dynamics and Econometrics, 7, 1183 1200.
    • (2003) Studies in Nonlinear Dynamics and Econometrics , vol.7 , pp. 1183-1200
    • Kim, S.1    In, F.2
  • 20
    • 33746354285 scopus 로고    scopus 로고
    • International transmission of stock market movements: A wavelet analysis
    • Lee, S.H. (2004) International transmission of stock market movements: a wavelet analysis, Applied Economics Letters, 11, 197 201.
    • (2004) Applied Economics Letters , vol.11 , pp. 197-201
    • Lee, S.H.1
  • 21
    • 0001025418 scopus 로고
    • Bayesian interpolation
    • MacKay, D.J.C. (1992a) Bayesian interpolation, Neural Computing, 4 (3), 415 447.
    • (1992) Neural Computing , vol.4 , Issue.3 , pp. 415-447
    • MacKay, D.J.C.1
  • 22
    • 0000234257 scopus 로고
    • The evidence framework applied to classification networks
    • MacKay, D.J.C. (1992b) The evidence framework applied to classification networks, Neural Computing, 4, 720 736.
    • (1992) Neural Computing , vol.4 , pp. 720-736
    • MacKay, D.J.C.1
  • 23
    • 0008826163 scopus 로고    scopus 로고
    • A stochastic nonlinear regression estimator using wavelets
    • Pan, Z. X. Wang (1998) A stochastic nonlinear regression estimator using wavelets, Computational Economics, 11, 89 102.
    • (1998) Computational Economics , vol.11 , pp. 89-102
    • Pan, Z.1    Wang, X.2
  • 26
    • 0032368102 scopus 로고    scopus 로고
    • Decomposition of economic relationships by timescale using wavelets
    • Ramsey, J.B. C. Lampart (1998a) Decomposition of economic relationships by timescale using wavelets, Macroeconomic Dynamics, 2, 49 71.
    • (1998) Macroeconomic Dynamics , vol.2 , pp. 49-71
    • Ramsey, J.B.1    Lampart, C.2
  • 27
    • 0141700504 scopus 로고    scopus 로고
    • The decomposition of economic relationships by timescale using wavelets: Expenditure and income
    • Ramsey, J.B. C. Lampart (1998b) The decomposition of economic relationships by timescale using wavelets: expenditure and income, Studies in Nonlinear Dynamics and Econometrics, 3, 23 42.
    • (1998) Studies in Nonlinear Dynamics and Econometrics , vol.3 , pp. 23-42
    • Ramsey, J.B.1    Lampart, C.2
  • 28
    • 0031537382 scopus 로고    scopus 로고
    • The analysis of foreign exchange data using waveform dictionaries
    • Ramsey, J.B. Z. Zhang (1997) The analysis of foreign exchange data using waveform dictionaries, Journal of Empirical Finance, 4, 341 372.
    • (1997) Journal of Empirical Finance , vol.4 , pp. 341-372
    • Ramsey, J.B.1    Zhang, Z.2
  • 30
    • 0000393458 scopus 로고
    • Back-propagation neural nets as models for time series forecasting
    • Tang, Z. P.A. Fishwich (1993) Back-propagation neural nets as models for time series forecasting, ORSA Journal on Computing, 5 (4), 374 385.
    • (1993) ORSA Journal on Computing , vol.5 , Issue.4 , pp. 374-385
    • Tang, Z.1    Fishwich, P.A.2
  • 31
    • 0001224048 scopus 로고    scopus 로고
    • Sparse Bayesian learning and the relevance vector machine
    • Tipping, M.E. (2001) Sparse Bayesian learning and the relevance vector machine, Journal of Machine Learning Research, 1, 211 244.
    • (2001) Journal of Machine Learning Research , vol.1 , pp. 211-244
    • Tipping, M.E.1
  • 34
    • 14844346259 scopus 로고    scopus 로고
    • Wavelet-based beta estimation and Japanese industrial stock prices
    • Yamada, H. (2005) Wavelet-based beta estimation and Japanese industrial stock prices, Applied Economics Letters, 12, 85 88.
    • (2005) Applied Economics Letters , vol.12 , pp. 85-88
    • Yamada, H.1
  • 35
    • 0034283989 scopus 로고    scopus 로고
    • A case study on using neural networks to perform technical forecasting of forex
    • Yao, J. C.L. Tan (2000) A case study on using neural networks to perform technical forecasting of forex, Neurocomputing, 34, 79 98.
    • (2000) Neurocomputing , vol.34 , pp. 79-98
    • Yao, J.1    Tan, C.L.2
  • 36
    • 0032133950 scopus 로고    scopus 로고
    • Neural network forecasting of the British pound/US dollar exchange rate
    • Zhang, G. M.Y. Hu (1998) Neural network forecasting of the British pound/US dollar exchange rate, OMEGA: International Journal of Management Science, 26, 495 506.
    • (1998) OMEGA: International Journal of Management Science , vol.26 , pp. 495-506
    • Zhang, G.1    Hu, M.Y.2
  • 37
    • 0035391062 scopus 로고    scopus 로고
    • Multi-agent modeling on multiple FX-markets by neural networks
    • Shian-Chang Huang Shian-Chang Huang received his MS degree in electrical engineering from National Tsing Hwa University, and his PhD degree in financial engineering from National Taiwan University. He is an assistant professor at the Department of Business Administration, National Changhua University of Education, Taiwan. His research interests include data mining, computational intelligence and financial engineering. Tung-Kuang Wu Tung-Kuang Wu received his PhD degree in computer engineering from the Department of Computer Science and Engineering at the Pennsylvania State University in 1995. He is currently an associate professor in the Department of Information Management, National Changhua University of Education. His research interests include artificial intelligence applications, wireless communication, special education technologies and e-learning.
    • Zimmermann, H., R. Neuneier R. Grothmann (2001) Multi-agent modeling on multiple FX-markets by neural networks, IEEE Transactions on Neural Networks, 12 (4), 735 743.
    • (2001) IEEE Transactions on Neural Networks , vol.12 , Issue.4 , pp. 735-743
    • Zimmermann, H.1    Neuneier, R.2    Grothmann, R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.