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Volumn 12, Issue 1, 2001, Pages 113-123

Experiments on the application of IOHMMs to model financial returns series

Author keywords

[No Author keywords available]

Indexed keywords

FINANCIAL DATA PROCESSING; MARKOV PROCESSES; MATHEMATICAL MODELS; PROBABILITY DISTRIBUTIONS; TIME SERIES ANALYSIS;

EID: 0035118717     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/72.896800     Document Type: Article
Times cited : (28)

References (34)
  • 2
    • 0023672770 scopus 로고
    • Recognition of handwritten script: A hidden Markov model based approach
    • New York
    • A. Kundu and L. R. Bahl, "Recognition of handwritten script: A hidden Markov model based approach," in Proc. Int. Conf. Acoust., Speech, Signal Processing, New York, 1988, pp. 928-931.
    • (1988) Proc. Int. Conf. Acoust., Speech, Signal Processing , pp. 928-931
    • Kundu, A.1    Bahl, L.R.2
  • 3
    • 0039870910 scopus 로고
    • Multi-digit recognition using a space displacement neural network
    • J. E. Moody, S. J. Hanson, and R. P. Lipmann, Eds. San Mateo, CA: Morgan Kaufmann
    • O. Matan, C. J. C. Burges, Y. LeCun, and J. S. Denker, "Multi-digit recognition using a space displacement neural network," in Advances in Neural Information Processing Systems 4, J. E. Moody, S. J. Hanson, and R. P. Lipmann, Eds. San Mateo, CA: Morgan Kaufmann, 1992, pp. 488-495.
    • (1992) Advances in Neural Information Processing Systems 4 , pp. 488-495
    • Matan, O.1    Burges, C.J.C.2    LeCun, Y.3    Denker, J.S.4
  • 4
  • 5
  • 6
    • 0029218313 scopus 로고
    • On-line cursive script recognition using time delay neural networks and hidden Markov models
    • M. Schenkel, I. Guyon, and D. Henderson, "On-line cursive script recognition using time delay neural networks and hidden Markov models," Machine Vision and Applications, pp. 215-223, 1995.
    • (1995) Machine Vision and Applications , pp. 215-223
    • Schenkel, M.1    Guyon, I.2    Henderson, D.3
  • 7
    • 0029411630 scopus 로고
    • Lerec: A NN/HMM hybrid for on-line handwriting recognition
    • Y. Bengio, Y. LeCun, C. Nohl, and C. Burges, "Lerec: A NN/HMM hybrid for on-line handwriting recognition," Neural Comput., vol. 7, no. 5, pp. 1289-1303, 1995.
    • (1995) Neural Comput. , vol.7 , Issue.5 , pp. 1289-1303
    • Bengio, Y.1    LeCun, Y.2    Nohl, C.3    Burges, C.4
  • 8
    • 0028181441 scopus 로고
    • Hidden Markov models in computational biology: Applications to protein modeling
    • A. Krogh, M. Brown, I. S. Mian, K. Sjölander, and D. Haussler, "Hidden Markov models in computational biology: Applications to protein modeling," J. Molecular Biol., vol. 235, pp. 1501-1531, 1994.
    • (1994) J. Molecular Biol. , vol.235 , pp. 1501-1531
    • Krogh, A.1    Brown, M.2    Mian, I.S.3    Sjölander, K.4    Haussler, D.5
  • 9
    • 0028011075 scopus 로고
    • Hidden Markov models of biological primary sequence information
    • P. Baldi, Y. Chauvin, T. Hunkapiller, and M. McClure, "Hidden Markov models of biological primary sequence information," Proc. Nat. Academy Sci. USA, vol. 91, no. 3, pp. 1059-1063, 1995.
    • (1995) Proc. Nat. Academy Sci. USA , vol.91 , Issue.3 , pp. 1059-1063
    • Baldi, P.1    Chauvin, Y.2    Hunkapiller, T.3    McClure, M.4
  • 10
    • 33749948681 scopus 로고
    • Hidden Markov models of the g-protein-coupled receptor family
    • to be published
    • Y. Chauvin and P. Baldi, "Hidden Markov models of the g-protein-coupled receptor family," Journal of Computational Biology, 1995, to be published.
    • (1995) Journal of Computational Biology
    • Chauvin, Y.1    Baldi, P.2
  • 13
    • 0028667329 scopus 로고
    • Hidden Markov models for fault detection in dynamic systems
    • P. Smyth, "Hidden Markov models for fault detection in dynamic systems," Pattern Recognition, vol. 27, no. 1, pp. 149-164, 1994.
    • (1994) Pattern Recognition , vol.27 , Issue.1 , pp. 149-164
    • Smyth, P.1
  • 14
    • 85153946439 scopus 로고
    • An input-output HMM architecture
    • G. Tesauro, D. S. Touretzky, and T. K. Leen, Eds. Cambridge, MA: MIT Press
    • Y. Bengio and P. Frasconi, "An input-output HMM architecture," in Advances in Neural Information Processing Systems 7, G. Tesauro, D. S. Touretzky, and T. K. Leen, Eds. Cambridge, MA: MIT Press, 1995, pp. 427-434.
    • (1995) Advances in Neural Information Processing Systems 7 , pp. 427-434
    • Bengio, Y.1    Frasconi, P.2
  • 15
    • 0030242097 scopus 로고    scopus 로고
    • Input-output HMM's for sequence processing
    • _, "Input-output HMM's for sequence processing," IEEE Trans. Neural Networks, vol. 7, no. 5, pp. 1231-1249, 1996.
    • (1996) IEEE Trans. Neural Networks , vol.7 , Issue.5 , pp. 1231-1249
  • 16
    • 33646941615 scopus 로고    scopus 로고
    • An EM algorithm for asynchronous input/output hidden Markov models
    • L. Xu, Ed., Hong-Kong
    • S. Bengio and Y. Bengio, "An EM algorithm for asynchronous input/output hidden Markov models," in Proc. Int. Conf. Neural Inform. Processing, L. Xu, Ed., Hong-Kong, 1996, pp. 328-334.
    • (1996) Proc. Int. Conf. Neural Inform. Processing , pp. 328-334
    • Bengio, S.1    Bengio, Y.2
  • 17
    • 0040270668 scopus 로고    scopus 로고
    • Dept. IRO, Université de Montréal, Tech. Rep. 1049, Oct.
    • Y. Bengio, "Markovian Models for Sequential Data," Dept. IRO, Université de Montréal, Tech. Rep. 1049, Oct. 1996.
    • (1996) Markovian Models for Sequential Data
    • Bengio, Y.1
  • 18
    • 0001119510 scopus 로고
    • Mixtures of controllers for jump linear and nonlinear plants
    • J. D. Cowan, G. Tesauro, and J. Alspector, Eds. San Mateo, CA: Morgan Kaufmann
    • T. W. Cacciatore and S. J. Nowlan, "Mixtures of controllers for jump linear and nonlinear plants," in Advances in Neural Information Processing Systems 6, J. D. Cowan, G. Tesauro, and J. Alspector, Eds. San Mateo, CA: Morgan Kaufmann, 1994.
    • (1994) Advances in Neural Information Processing Systems 6
    • Cacciatore, T.W.1    Nowlan, S.J.2
  • 19
    • 0001342006 scopus 로고
    • A new approach to the economic analysis of nonstationary time series and the business cycle
    • Mar.
    • J. D. Hamilton, "A new approach to the economic analysis of nonstationary time series and the business cycle," Econometrica, vol. 57, no. 2, pp. 357-384, Mar. 1989.
    • (1989) Econometrica , vol.57 , Issue.2 , pp. 357-384
    • Hamilton, J.D.1
  • 20
    • 0000909365 scopus 로고
    • Rational-expectations econometric analysis of changes in regime
    • _, "Rational-expectations econometric analysis of changes in regime," J. Economic Dyn. Contr., vol. 12, pp. 385-423, 1988.
    • (1988) J. Economic Dyn. Contr. , vol.12 , pp. 385-423
  • 21
    • 0002361162 scopus 로고
    • Regime switching with time-varying transition probabilities
    • C. Hargreaves, Ed. Oxford, U.K.: Oxford Univ. Press
    • F. X. Diebold, J. H. Lee, and G. C. Weinbach, "Regime switching with time-varying transition probabilities," in Nonstationary Time Series Analysis and Cointegration, C. Hargreaves, Ed. Oxford, U.K.: Oxford Univ. Press, 1993.
    • (1993) Nonstationary Time Series Analysis and Cointegration
    • Diebold, F.X.1    Lee, J.H.2    Weinbach, G.C.3
  • 25
    • 43949147971 scopus 로고
    • Testing the term structure of interest rates using a stationary vector autoregression with regime switching
    • M. Sola and J. Driffill, "Testing the term structure of interest rates using a stationary vector autoregression with regime switching," J. Economic Dyn. Contr., vol. 18, pp. 601-628, 1994.
    • (1994) J. Economic Dyn. Contr. , vol.18 , pp. 601-628
    • Sola, M.1    Driffill, J.2
  • 26
    • 0000043291 scopus 로고    scopus 로고
    • Specification testing in Markov-switching time-series models
    • J. D. Hamilton, "Specification testing in Markov-switching time-series models," J. Econometrics, vol. 70, pp. 127-157, 1996.
    • (1996) J. Econometrics , vol.70 , pp. 127-157
    • Hamilton, J.D.1
  • 28
    • 0005901413 scopus 로고    scopus 로고
    • Forecasting the economy with neural nets: A survey of challenges
    • G. B. Orr and K.-R. Muller, Eds. New York: Springer-Verlag
    • J. Moody, "Forecasting the economy with neural nets: A survey of challenges," in Neural Networks: Tricks of the Trade, G. B. Orr and K.-R. Muller, Eds. New York: Springer-Verlag, 1998, pp. 347-372.
    • (1998) Neural Networks: Tricks of the Trade , pp. 347-372
    • Moody, J.1
  • 30
    • 0010870340 scopus 로고
    • Predicting the U.S. index of industrial production
    • J. Moody, U. Levin, and S. Rehfuss, "Predicting the U.S. index of industrial production," Neural Network World, vol. 3, no. 6, pp. 791-794, 1993.
    • (1993) Neural Network World , vol.3 , Issue.6 , pp. 791-794
    • Moody, J.1    Levin, U.2    Rehfuss, S.3
  • 31
    • 0002629270 scopus 로고
    • Maximum-likelihood from incomplete data via the EM algorithm
    • A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum-likelihood from incomplete data via the EM algorithm," J. Roy. Statist. Soc. B, vol. 39, pp. 1-38, 1977.
    • (1977) J. Roy. Statist. Soc. B , vol.39 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 33
    • 84935113569 scopus 로고
    • Error bounds for convolutional codes and an asymptotically optimum decoding algorithm
    • A. Viterbi, "Error bounds for convolutional codes and an asymptotically optimum decoding algorithm," IEEE Trans. Inform. Theory, pp. 260-269, 1967.
    • (1967) IEEE Trans. Inform. Theory , pp. 260-269
    • Viterbi, A.1


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