메뉴 건너뛰기




Volumn 8, Issue 8, 2012, Pages 5559-5571

A hybrid recurrent neural networks model based on synthesis features to forecast the Taiwan stock market

Author keywords

Recurrent neural network; Synthesis feature; Technical indicators

Indexed keywords

CORRELATION MATRIX; ELMAN NEURAL NETWORK; FINANCIAL STATEMENTS; FORECASTING MODELS; FORECASTING PROBLEMS; HIGH DIMENSIONAL DATA; HYBRID MODEL; LINEAR TIME SERIES MODEL; NEURAL NETWORKS MODEL; PERFORMANCE INDICATORS; RECURRENT NETWORKS; ROOT MEAN SQUARED ERRORS; STEPWISE REGRESSION; STOCK EXCHANGE; STOCK FORECASTING; STOCK INDICES; STOCK PRICE; SYNTHESIS FEATURES; TAIWAN STOCK MARKETS; TECHNICAL ANALYSIS; TECHNICAL INDICATOR;

EID: 84866037441     PISSN: 13494198     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (25)

References (36)
  • 1
    • 34347361702 scopus 로고    scopus 로고
    • Adaptive use of technical indicators for the prediction of intraday stock prices
    • M. Tanaka-Yamawaki and S. Tokuoka, Adaptive use of technical indicators for the prediction of intraday stock prices, Physica A: Statistical Mechanics and Its Applications, vol.383, no.1, pp.125-133, 2007.
    • (2007) Physica A: Statistical Mechanics and Its Applications , vol.383 , Issue.1 , pp. 125-133
    • Tanaka-Yamawaki, M.1    Tokuoka, S.2
  • 3
    • 0000051984 scopus 로고
    • Autoregressive conditional heteroscedasticity with estimator of the variance of United Kingdom ination
    • R. F. Engle, Autoregressive conditional heteroscedasticity with estimator of the variance of United Kingdom ination, Econometrica, vol.50, no.4, pp.987-1008, 1982.
    • (1982) Econometrica , vol.50 , Issue.4 , pp. 987-1008
    • Engle, R.F.1
  • 4
    • 42449156579 scopus 로고
    • Generalized autoregressive conditional heteroscedasticity
    • T. Bollerslev, Generalized autoregressive conditional heteroscedasticity, Journal of Econometrics, vol.31, pp.307-327, 1986.
    • (1986) Journal of Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 6
    • 64349093073 scopus 로고    scopus 로고
    • On parameter estimation of stochastic volatility models from stock data using particle filter-application to AEX index
    • S. I. Aihara, A. Bagchi and S. Saha, On parameter estimation of stochastic volatility models from stock data using particle filter-application to AEX index, International Journal of Innovative Computing, Information and Control, vol.5, no.1, pp.17-28, 2009.
    • (2009) International Journal of Innovative Computing, Information and Control , vol.5 , Issue.1 , pp. 17-28
    • Aihara, S.I.1    Bagchi, A.2    Saha, S.3
  • 7
    • 77953908764 scopus 로고    scopus 로고
    • Applying new investment satiséd capability index and particle swarm optimization to stock portfolio selection
    • J.-F. Chang and K.-L. Chen, Applying new investment satiséd capability index and particle swarm optimization to stock portfolio selection, ICIC Express Letters, vol.3, no.3(A), pp.349-354, 2009.
    • (2009) ICIC Express Letters , vol.3 , Issue.3 A , pp. 349-354
    • Chang, J.-F.1    Chen, K.-L.2
  • 9
    • 77953888761 scopus 로고    scopus 로고
    • Understanding the price uctuations of stock markets through cellular automata
    • Y. Zhang and Y. Chen, Understanding the price uctuations of stock markets through cellular automata, ICIC Express Letters, vol.3, no.3(A), pp.307-312, 2009.
    • (2009) ICIC Express Letters , vol.3 , Issue.3 A , pp. 307-312
    • Zhang, Y.1    Chen, Y.2
  • 10
    • 0028385414 scopus 로고
    • Fuzzy logic, neural networks and soft computing
    • L. A. Zadeh, Fuzzy logic, neural networks, and soft computing, Communications of the ACM, vol.37, no.3, pp.77-84, 1994.
    • (1994) Communications of the ACM , vol.37 , Issue.3 , pp. 77-84
    • Zadeh, L.A.1
  • 12
    • 33644868985 scopus 로고    scopus 로고
    • The application of neural networks to forecast fuzzy time series
    • K. Huarng and H.-K. Yu, The application of neural networks to forecast fuzzy time series, Physica A, vol.363, pp.481-491, 2006.
    • (2006) Physica A , vol.363 , pp. 481-491
    • Huarng, K.1    Yu, H.-K.2
  • 13
    • 33947679247 scopus 로고    scopus 로고
    • Forecasting the volatility of stock price index
    • T. H. Roh, Forecasting the volatility of stock price index, Expert Systems with Applications, vol.33, pp.916-922, 2007.
    • (2007) Expert Systems with Applications , vol.33 , pp. 916-922
    • Roh, T.H.1
  • 14
    • 0348155956 scopus 로고    scopus 로고
    • Elman's recurrent neural network applications to condition monitoring in nuclear power plant and rotating machinery
    • S. Seker, E. Ayaz and E. Turkcan, Elman's recurrent neural network applications to condition monitoring in nuclear power plant and rotating machinery, Engineering Applications of Artificial Intelligence, vol.16, pp.647-656, 2003.
    • (2003) Engineering Applications of Artificial Intelligence , vol.16 , pp. 647-656
    • Seker, S.1    Ayaz, E.2    Turkcan, E.3
  • 16
    • 0042824912 scopus 로고    scopus 로고
    • Using genetic algorithms to find technical trading rules
    • F. Allen and R. Karalainen, Using genetic algorithms to find technical trading rules, Journal of Financial Economics, vol.51, pp.245-271, 1999.
    • (1999) Journal of Financial Economics , vol.51 , pp. 245-271
    • Allen, F.1    Karalainen, R.2
  • 18
    • 0036498492 scopus 로고    scopus 로고
    • Forecasting the NYSE composite index with technical analysis, pattern recognizer, neural network and genetic algorithm: A case study in romantic decision support
    • L. William, P. Russell and M. R. James, Forecasting the NYSE composite index with technical analysis, pattern recognizer, neural network, and genetic algorithm: A case study in romantic decision support, Decision Support Systems, vol.32, pp.361-377, 2002.
    • (2002) Decision Support Systems , vol.32 , pp. 361-377
    • William, L.1    Russell, P.2    James, M.R.3
  • 25
    • 31144474148 scopus 로고    scopus 로고
    • Finite memory loading in hairy neurons
    • C.-Y. Liou and S.-L. Lin, Finite memory loading in hairy neurons, Natural Computing, vol.5, no.1, pp.15-42, 2006.
    • (2006) Natural Computing , vol.5 , Issue.1 , pp. 15-42
    • Liou, C.-Y.1    Lin, S.-L.2
  • 27
    • 33745298483 scopus 로고    scopus 로고
    • Applying extending classiér system to develop an optionoperation suggestion model of intraday trading-an example of Taiwan index option
    • A.-P. Chen, Y.-C. Chen and W.-C. Tseng, Applying extending classiér system to develop an optionoperation suggestion model of intraday trading-an example of Taiwan index option, Lecture Notes in AI, pp.27-33, 2005.
    • (2005) Lecture Notes in AI , pp. 27-33
    • Chen, A.-P.1    Chen, Y.-C.2    Tseng, W.-C.3
  • 28
    • 33748082327 scopus 로고    scopus 로고
    • An evolutionary approach to the combination of multiple classiérs to predict a stock price index
    • M.-J. Kim, S.-H. Min and I. Han, An evolutionary approach to the combination of multiple classiérs to predict a stock price index, Expert Systems with Applications, vol.31, pp.241-247, 2006.
    • (2006) Expert Systems with Applications , vol.31 , pp. 241-247
    • Kim, M.-J.1    Min, S.-H.2    Han, I.3
  • 30
    • 84993907227 scopus 로고
    • Returns to buying winners and selling losers: Implications for stock market efficiency
    • N. Jegadeesh and S. Titman, Returns to buying winners and selling losers: Implications for stock market efficiency, Journal of Finance, pp.65-91, 1993.
    • (1993) Journal of Finance , pp. 65-91
    • Jegadeesh, N.1    Titman, S.2
  • 31
    • 0031211090 scopus 로고    scopus 로고
    • A decision theoretic generalization of on-line learning and an application to boosting
    • R. Schapire and Y. Freund, A decision theoretic generalization of on-line learning and an application to boosting, J Comput. Syst. Sci., vol.55, pp.119-139, 1997.
    • (1997) J Comput. Syst. Sci , vol.55 , pp. 119-139
    • Schapire, R.1    Freund, Y.2
  • 32
    • 35148882421 scopus 로고    scopus 로고
    • A neuro-fuzzy inference system through integration of fuzzy logic and extreme learning machines
    • Z.-L. Sun, K.-F. Au and T.-M. Choi, A neuro-fuzzy inference system through integration of fuzzy logic and extreme learning machines, IEEE Trans. on Systems, Men, and Cybernetices, vol.37, pp.1321-1331, 2007.
    • (2007) IEEE Trans. on Systems, Men, and Cybernetices , vol.37 , pp. 1321-1331
    • Sun, Z.-L.1    Au, K.-F.2    Choi, T.-M.3
  • 33
    • 76349121290 scopus 로고    scopus 로고
    • A hybrid model based on rough sets theory and genetic algorithms for stock price forecasting
    • C.-H. Cheng, T.-L. Chen and L.-Y. Wei, A hybrid model based on rough sets theory and genetic algorithms for stock price forecasting, Information Science, vol.180, no.9, pp.1610-1629, 2010.
    • (2010) Information Science , vol.180 , Issue.9 , pp. 1610-1629
    • Cheng, C.-H.1    Chen, T.-L.2    Wei, L.-Y.3
  • 34
    • 0001073047 scopus 로고    scopus 로고
    • Forecasting enrollments based on fuzzy time-series
    • S.-M. Chen, Forecasting enrollments based on fuzzy time-series, Fuzzy Sets Systems, vol.81, pp.311-319, 1996.
    • (1996) Fuzzy Sets Systems , vol.81 , pp. 311-319
    • Chen, S.-M.1
  • 35
    • 13444251121 scopus 로고    scopus 로고
    • Weighted fuzzy time-series models for TAIEX forecasting
    • H. K. Yu, Weighted fuzzy time-series models for TAIEX forecasting, Physica A, vol.349, pp.609-624, 2005.
    • (2005) Physica A , vol.349 , pp. 609-624
    • Yu, H.K.1
  • 36
    • 84866047269 scopus 로고    scopus 로고
    • http://www.twse.com.tw/.


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.