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Volumn 21, Issue 7, 2002, Pages 501-511

Forecasting daily foreign exchange rates using genetically optimized neural networks

Author keywords

Artificial intelligence; Autoregressive conditional heteroscedasticity; Backpropagation; Feedforward network; Foreign exchange rate; Genetic algorithm; Neural network; Random walk; Recurrent network

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; FEEDFORWARD NEURAL NETWORKS; GENETIC ALGORITHMS; GEOMETRY; NONLINEAR SYSTEMS; RANDOM PROCESSES; TIME SERIES ANALYSIS;

EID: 0036855813     PISSN: 02776693     EISSN: None     Source Type: Journal    
DOI: 10.1002/for.838     Document Type: Article
Times cited : (111)

References (26)
  • 1
    • 38149145759 scopus 로고
    • Monetary/asset models of exchange rate determination: How well have they performed in the 1980's?
    • Alexander D., Thomas L.R. 1987. Monetary/asset models of exchange rate determination: how well have they performed in the 1980's? International Journal of Forecasting 3: 53-64.
    • (1987) International Journal of Forecasting , vol.3 , pp. 53-64
    • Alexander, D.1    Thomas, L.R.2
  • 2
    • 42449156579 scopus 로고
    • Generalized autoregressive conditional heteroscedasticity
    • Bollerslev T. 1986. Generalized autoregressive conditional heteroscedasticity. Journal of Econometrics 31: 307-327.
    • (1986) Journal of Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 3
    • 34848900983 scopus 로고
    • ARCH modelling in finance: A review of the theory and empirical evidence
    • Bollerslev T., Chou R.Y., Kroner K.F. 1992. ARCH modelling in finance: a review of the theory and empirical evidence. Journal of Econometrics 52: 5-59.
    • (1992) Journal of Econometrics , vol.52 , pp. 5-59
    • Bollerslev, T.1    Chou, R.Y.2    Kroner, K.F.3
  • 5
    • 0000573777 scopus 로고
    • Some linear and non-linear thoughts on exchange rates
    • Chinn M.D. 1991. Some linear and non-linear thoughts on exchange rates. Journal of International Money and Finance 10: 214-230.
    • (1991) Journal of International Money and Finance , vol.10 , pp. 214-230
    • Chinn, M.D.1
  • 6
    • 0001861754 scopus 로고
    • Endogenous risk in a portfolio-balance rational-expectations models of the deutschmark dollar rate
    • Diebold F.X., Pauly P. 1988. Endogenous risk in a portfolio-balance rational-expectations models of the deutschmark dollar rate. European Economic Review 32: 27-53.
    • (1988) European Economic Review , vol.32 , pp. 27-53
    • Diebold, F.X.1    Pauly, P.2
  • 7
    • 26444565569 scopus 로고
    • Finding structure in time
    • Elman J.L. 1990. Finding structure in time. Cognitive Science 14: 179-211.
    • (1990) Cognitive Science , vol.14 , pp. 179-211
    • Elman, J.L.1
  • 8
    • 0000051984 scopus 로고
    • Autoregressive conditional heteroscedasticity with estimates of the variance of UK inflation
    • Engel R.F. 1982. Autoregressive conditional heteroscedasticity with estimates of the variance of UK inflation. Econometrica 50: 987-1008.
    • (1982) Econometrica , vol.50 , pp. 987-1008
    • Engel, R.F.1
  • 10
    • 0343337355 scopus 로고    scopus 로고
    • Much ado about nothing? Exchange rate forecasting: Neural networks vs. linear models using monthly and weekly data
    • Hann T.H., Steurer E. 1996. Much ado about nothing? Exchange rate forecasting: Neural networks vs. linear models using monthly and weekly data. Neurocomputing 10: 323-339.
    • (1996) Neurocomputing , vol.10 , pp. 323-339
    • Hann, T.H.1    Steurer, E.2
  • 12
    • 0025751820 scopus 로고
    • Approximation capabilities of multilayer feedforward networks
    • Hornik K. 1991. Approximation capabilities of multilayer feedforward networks. Neural Networks 4: 251-257.
    • (1991) Neural Networks , vol.4 , pp. 251-257
    • Hornik, K.1
  • 13
    • 0000605911 scopus 로고
    • Testing for non-linear dependence in daily foreign exchange rates
    • Hsieh D.A. 1989. Testing for non-linear dependence in daily foreign exchange rates. Journal of Business 62: 329-368.
    • (1989) Journal of Business , vol.62 , pp. 329-368
    • Hsieh, D.A.1
  • 14
    • 0033096706 scopus 로고    scopus 로고
    • A comparison between neural networks and chaotic models for exchange rate prediction
    • Lisi F., Schiavo R.A. 1999. A comparison between neural networks and chaotic models for exchange rate prediction. Computational Statistics & Data Analysis 30: 87-102.
    • (1999) Computational Statistics & Data Analysis , vol.30 , pp. 87-102
    • Lisi, F.1    Schiavo, R.A.2
  • 15
    • 33846907054 scopus 로고
    • Empirical exchange rate models of the seventies: Do they fit out of sample?
    • Meese R.A., Rogoff K. 1983. Empirical exchange rate models of the seventies: do they fit out of sample? Journal of International Economics 14: 3-24.
    • (1983) Journal of International Economics , vol.14 , pp. 3-24
    • Meese, R.A.1    Rogoff, K.2
  • 16
    • 84959798347 scopus 로고
    • An empirical assessment of non-linearities in models of exchange rate determination
    • Meese R.A., Rose A. 1991. An empirical assessment of non-linearities in models of exchange rate determination. Rev. Econ. Stud. 58: 603-619.
    • (1991) Rev. Econ. Stud. , vol.58 , pp. 603-619
    • Meese, R.A.1    Rose, A.2
  • 17
    • 0011779764 scopus 로고
    • Modelling exchange rate dynamics: New perspectives from the frequency domain
    • Nachne D.M., Ray D. 1993. Modelling exchange rate dynamics: new perspectives from the frequency domain. Journal of Forecasting 12(5): 379-394.
    • (1993) Journal of Forecasting , vol.12 , Issue.5 , pp. 379-394
    • Nachne, D.M.1    Ray, D.2
  • 18
    • 0011747507 scopus 로고    scopus 로고
    • Neural networks and early warning prediction system of currency crisis
    • Nag A.K., Mitra A. 1999. Neural networks and early warning prediction system of currency crisis. Reserve Bank of India Occasional Papers 20(2): 183-222.
    • (1999) Reserve Bank of India Occasional Papers , vol.20 , Issue.2 , pp. 183-222
    • Nag, A.K.1    Mitra, A.2
  • 19
    • 0000641348 scopus 로고
    • Conditional heteroscedasticity in asset returns: A new approach
    • Nelson D.B. 1991. Conditional heteroscedasticity in asset returns: a new approach. Econometrica 59: 347-70.
    • (1991) Econometrica , vol.59 , pp. 347-370
    • Nelson, D.B.1
  • 22
  • 23
    • 0000778985 scopus 로고
    • Predicting sunspots and exchange rates with connectionist networks
    • Casdagli M., Eubank S. (eds). Addison-Wesley: Redwood City, CA
    • Weigend A.S., Hubermann B.A., Rumelhart D.E. 1992. Predicting sunspots and exchange rates with connectionist networks. In Non-linear Modelling and Forecasting, Casdagli M., Eubank S. (eds). Addison-Wesley: Redwood City, CA; 395-432.
    • (1992) Non-linear Modelling and Forecasting , pp. 395-432
    • Weigend, A.S.1    Hubermann, B.A.2    Rumelhart, D.E.3
  • 24
    • 84952496072 scopus 로고
    • Time varying parameters and the out-of-sample forecasting performance of structural exchange rate models
    • Wolff C.C.P. 1987. Time varying parameters and the out-of-sample forecasting performance of structural exchange rate models. Journal of Business Economics & Statistics 5: 87-103.
    • (1987) Journal of Business Economics & Statistics , vol.5 , pp. 87-103
    • Wolff, C.C.P.1
  • 25
    • 38249032794 scopus 로고
    • Models of exchange rates: A comparison of forecasting results
    • Wolff C.C.P. 1988. Models of exchange rates: a comparison of forecasting results. International Journal of Forecasting 4: 605-607.
    • (1988) International Journal of Forecasting , vol.4 , pp. 605-607
    • Wolff, C.C.P.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.