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Volumn 39, Issue 4, 2012, Pages 4444-4452

Combining nonlinear independent component analysis and neural network for the prediction of Asian stock market indexes

Author keywords

Asian stock market; Feature extraction; Neural network; Nonlinear independent component analysis; Stock index prediction

Indexed keywords

COMPARISON METHODS; ECONOMIC SUCCESS; FEATURE EXTRACTION TECHNIQUES; FEATURE SPACE; FINANCIAL MARKET; FORECASTING MODELS; ILLUSTRATIVE EXAMPLES; INDEPENDENT COMPONENTS; INPUT SPACE; INPUT VARIABLES; MIXING MECHANISMS; NONLINEAR INDEPENDENT COMPONENT ANALYSIS; NONLINEAR MIXTURES; PREDICTION ACCURACY; PREDICTION MODEL; RESEARCH AREAS; STOCK INDICES; STOCK MARKET; TIME SERIES PREDICTION; TIME-SERIES DATA;

EID: 82255179126     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2011.09.145     Document Type: Article
Times cited : (83)

References (44)
  • 1
    • 8344286356 scopus 로고    scopus 로고
    • MISEP-Linear and nonlinear ICA based on mutual information
    • L.B. Almeida MISEP-Linear and nonlinear ICA based on mutual information Journal of Machine Learning Reaching 4 2003 1297 1318
    • (2003) Journal of Machine Learning Reaching , vol.4 , pp. 1297-1318
    • Almeida, L.B.1
  • 3
    • 58749094998 scopus 로고    scopus 로고
    • Surveying stock market forecasting techniques-Part II: Soft computing methods
    • G.S. Atsalakis, and K.P. Valavanis Surveying stock market forecasting techniques-Part II: Soft computing methods Expert Systems with Applications 36 3 2009 5932 5941
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 5932-5941
    • Atsalakis, G.S.1    Valavanis, K.P.2
  • 5
    • 34548226616 scopus 로고    scopus 로고
    • An examination of the random walk model and technical trading rules in the Malaysian stock market
    • K.G. Balachandher, M.N. Fauzias, and M.M. Lai An examination of the random walk model and technical trading rules in the Malaysian stock market Quarterly Journal of Business & Economics 41 2002 81 104
    • (2002) Quarterly Journal of Business & Economics , vol.41 , pp. 81-104
    • Balachandher, K.G.1    Fauzias, M.N.2    Lai, M.M.3
  • 6
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • A.J. Bell, and T.J. Sejnowski An information-maximization approach to blind separation and blind deconvolution Neural Computation 7 1995 1129 1159
    • (1995) Neural Computation , vol.7 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 8
    • 0037381038 scopus 로고    scopus 로고
    • A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine
    • DOI 10.1016/S0925-2312(03)00433-8
    • L.J. Cao, K.S. Chua, W.K. Chong, H.P. Lee, and Q.M. Gu A comparison of PCA, KPCA and ICA for dimensionality reduction in support vector machine Neurocomputing 55 1-2 2003 321 336 (Pubitemid 37336682)
    • (2003) Neurocomputing , vol.55 , Issue.1-2 , pp. 321-336
    • Cao, L.J.1    Chua, K.S.2    Chong, W.K.3    Lee, H.P.4    Gu, Q.M.5
  • 9
    • 13544258711 scopus 로고    scopus 로고
    • A comparison between Fama and French's model and artificial neural networks in predicting the Chinese stock market
    • DOI 10.1016/j.cor.2004.03.015, PII S030505480400067X, Application of Neural Networks
    • Q. Cao, K.B. Leggio, and M.J. Schniederjans A comparison between Fama and French's model and artificial neural networks in predicting the Chinese stock market Computers & Operations Research 32 10 2005 2499 2512 (Pubitemid 40219757)
    • (2005) Computers and Operations Research , vol.32 , Issue.10 , pp. 2499-2512
    • Cao, Q.1    Leggio, K.B.2    Schniederjans, M.J.3
  • 10
    • 58349113384 scopus 로고    scopus 로고
    • A neural network with a case based dynamic window for stock trading prediction
    • P.C. Chang, C.H. Liu, J.L. Lin, C.Y. Fan, and C.S.P. Ng A neural network with a case based dynamic window for stock trading prediction Expert Systems with Applications 36 3 2009 6889 6898
    • (2009) Expert Systems with Applications , vol.36 , Issue.3 , pp. 6889-6898
    • Chang, P.C.1    Liu, C.H.2    Lin, J.L.3    Fan, C.Y.4    Ng, C.S.P.5
  • 12
    • 47149107981 scopus 로고    scopus 로고
    • Further evidence on the efficiency of the Chinese stock markets: A note
    • G.M. Fifield, and J. Jetty Further evidence on the efficiency of the Chinese stock markets: A note Research in International Business and Finance 22 2008 351 361
    • (2008) Research in International Business and Finance , vol.22 , pp. 351-361
    • Fifield, G.M.1    Jetty, J.2
  • 14
    • 0036790850 scopus 로고    scopus 로고
    • Image denoising using self-organizing map-based nonlinear independent component analysis
    • M. Haritopoulos, H. Yin, and N.M. Allinson Image denoising using self-organizing map-based nonlinear independent component analysis Neural Networks 15 2002 1085 1098
    • (2002) Neural Networks , vol.15 , pp. 1085-1098
    • Haritopoulos, M.1    Yin, H.2    Allinson, N.M.3
  • 17
    • 13544267510 scopus 로고    scopus 로고
    • Forecasting stock market movement direction with support vector machine
    • DOI 10.1016/j.cor.2004.03.016, PII S0305054804000681, Application of Neural Networks
    • W. Huang, Y. Nakamori, and S.Y. Wang Forecasting stock market movement direction with support vector machine Computers & Operations Research 32 10 2005 2513 2522 (Pubitemid 40219758)
    • (2005) Computers and Operations Research , vol.32 , Issue.10 , pp. 2513-2522
    • Huang, W.1    Nakamori, Y.2    Wang, S.-Y.3
  • 19
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: Algorithms and applications
    • DOI 10.1016/S0893-6080(00)00026-5, PII S0893608000000265
    • A. Hyvärinen, and E. Oja Independent component analysis: Algorithms and applications Neural Networks 13 2000 411 430 (Pubitemid 30447427)
    • (2000) Neural Networks , vol.13 , Issue.4-5 , pp. 411-430
    • Hyvarinen, A.1    Oja, E.2
  • 20
    • 0041435860 scopus 로고    scopus 로고
    • Nonlinear independent component analysis: Existence and uniqueness results
    • DOI 10.1016/S0893-6080(98)00140-3, PII S0893608098001403
    • A. Hyvärinen, and P. Pajunen Nonlinear independent component analysis: Existence and uniqueness results Neural Networks 12 3 1999 429 439 (Pubitemid 29236371)
    • (1999) Neural Networks , vol.12 , Issue.3 , pp. 429-439
    • Hyvarinen, A.1    Pajunen, P.2
  • 22
    • 42649126407 scopus 로고    scopus 로고
    • Are Asian stock markets efficient? Evidence from new multiple variance ratio tests
    • J.H. Kim, and A. Shamsuddin Are Asian stock markets efficient? Evidence from new multiple variance ratio tests Journal of Empirical Finance 15 2008 518 532
    • (2008) Journal of Empirical Finance , vol.15 , pp. 518-532
    • Kim, J.H.1    Shamsuddin, A.2
  • 24
    • 0036533349 scopus 로고    scopus 로고
    • Investigating the information content of non-cash-trading index futures using neural networks
    • 255-234
    • T.S. Lee, and N.J. Chen Investigating the information content of non-cash-trading index futures using neural networks Expert Systems with Applications 22 3 2002 255-234
    • (2002) Expert Systems with Applications , vol.22 , Issue.3
    • Lee, T.S.1    Chen, N.J.2
  • 25
  • 26
    • 9244248635 scopus 로고    scopus 로고
    • Forecasting the New York stock exchange composite index with past price and interest rate on condition of volume spike
    • W. Leigh, R. Hightower, and N. Modani Forecasting the New York stock exchange composite index with past price and interest rate on condition of volume spike Expert Systems with Applications 28 1 2005 1 8
    • (2005) Expert Systems with Applications , vol.28 , Issue.1 , pp. 1-8
    • Leigh, W.1    Hightower, R.2    Modani, N.3
  • 27
    • 79952958333 scopus 로고    scopus 로고
    • Integrating independent component analysis-based denoising scheme with neural network for stock price prediction
    • C.J. Lu Integrating independent component analysis-based denoising scheme with neural network for stock price prediction Expert Systems with Applications 37 10 2010 7056 7064
    • (2010) Expert Systems with Applications , vol.37 , Issue.10 , pp. 7056-7064
    • Lu, C.J.1
  • 28
    • 64949130686 scopus 로고    scopus 로고
    • Financial time series forecasting using independent component analysis and support vector regression
    • C.J. Lu, T.S. Lee, and C.C. Chiu Financial time series forecasting using independent component analysis and support vector regression Decision Support Systems 47 2 2009 115 125
    • (2009) Decision Support Systems , vol.47 , Issue.2 , pp. 115-125
    • Lu, C.J.1    Lee, T.S.2    Chiu, C.C.3
  • 30
    • 67349120574 scopus 로고    scopus 로고
    • Stock index reaction to large price changes: Evidence from major Asian stock indexes
    • K. Mazouz, N.L. Joseph, and C. Palliere Stock index reaction to large price changes: Evidence from major Asian stock indexes Pacific-Basin Finance Journal 17 4 2009 444 459
    • (2009) Pacific-Basin Finance Journal , vol.17 , Issue.4 , pp. 444-459
    • Mazouz, K.1    Joseph, N.L.2    Palliere, C.3
  • 31
    • 10844276410 scopus 로고    scopus 로고
    • AN ICA design of intraday stock prediction models with automatic variable selection
    • 2004 IEEE International Joint Conference on Neural Networks - Proceedings
    • Mok, P.Y.; Lam, K.P.; & Ng, H.S. (2004). An ICA design of intraday stock prediction models with automatic variable selection. In Proceedings of 2004 IEEE international joint conference on neural networks, (pp. 2135-2140). Budapest, Hungary. (Pubitemid 40006588)
    • (2004) IEEE International Conference on Neural Networks - Conference Proceedings , vol.3 , pp. 2135-2140
    • Mok, P.Y.1    Lam, K.P.2    Ng, H.S.3
  • 36
    • 2042515742 scopus 로고    scopus 로고
    • Neural networks in business: A survey of applications (1992-1998)
    • PII S0957417499000160
    • A. Vellido, P.J.G. Lisboa, and J. Vaughan Neural networks in business: A survey of applications (1992-1998) Expert Systems with Applications 17 1999 51 70 (Pubitemid 129664853)
    • (1999) Expert Systems with Applications , vol.17 , Issue.1 , pp. 51-70
    • Vellido, A.1    Lisboa, P.J.G.2    Vaughan, J.3
  • 37
    • 33846804003 scopus 로고    scopus 로고
    • The cross section of expected stock returns in the Chinese A-share market
    • Y. Wang, and A.D. Iorio The cross section of expected stock returns in the Chinese A-share market Global Finance Journal 17 2007 335 349
    • (2007) Global Finance Journal , vol.17 , pp. 335-349
    • Wang, Y.1    Iorio, A.D.2
  • 40
    • 34548664364 scopus 로고    scopus 로고
    • Chinese stock market cyclical regimes: 1991-2006
    • W. Yan, J.G. Powell, J. Shi, and W. Xu Chinese stock market cyclical regimes: 1991-2006 Economics Letters 97 3 2007 235 239
    • (2007) Economics Letters , vol.97 , Issue.3 , pp. 235-239
    • Yan, W.1    Powell, J.G.2    Shi, J.3    Xu, W.4
  • 41
    • 77956574776 scopus 로고    scopus 로고
    • Evaluation approach to stock trading system using evolutionary computation
    • I.C. Yeh, C.H. Lien, and Y.C. Tsai Evaluation approach to stock trading system using evolutionary computation Expert Systems with Applications 38 1 2011 794 803
    • (2011) Expert Systems with Applications , vol.38 , Issue.1 , pp. 794-803
    • Yeh, I.C.1    Lien, C.H.2    Tsai, Y.C.3
  • 42
    • 61349086648 scopus 로고    scopus 로고
    • Stock market prediction of S&P 500 via combination of improved BCO approach and BP neural network
    • Z. Yudong, and W. Lenan Stock market prediction of S&P 500 via combination of improved BCO approach and BP neural network Expert Systems with Applications 36 5 2009 8849 8854
    • (2009) Expert Systems with Applications , vol.36 , Issue.5 , pp. 8849-8854
    • Yudong, Z.1    Lenan, W.2
  • 44
    • 0003123930 scopus 로고    scopus 로고
    • Forecasting with artificial neural networks: The state of the art
    • PII S0169207097000447
    • G. Zhang, B.E. Patuwo, and M.Y. Hu Forecasting with artificial neural networks: The state of the art International Journal of Forecasting 14 1998 35 62 (Pubitemid 128340470)
    • (1998) International Journal of Forecasting , vol.14 , Issue.1 , pp. 35-62
    • Zhang, G.1    Eddy Patuwo, B.2    Y. Hu, M.3


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