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Volumn 39, Issue 1, 2009, Pages 182-197

A constraint-based evolutionary learning approach to the expectation maximization for optimal estimation of the hidden Markov model for speech signal modeling

Author keywords

Constraint based evolutionary algorithm (EA); Expectation maximization (EM); Fusion strategies; Hidden Markov model (HMM); Hybrid algorithm; Lagrange multiplier (LM); Signal modeling and classification; Speech recognition

Indexed keywords

CIRCUIT THEORY; COERCIVE FORCE; CONSTRAINED OPTIMIZATION; ESTIMATION; FREQUENCY MULTIPLYING CIRCUITS; HIDDEN MARKOV MODELS; LAGRANGE MULTIPLIERS; MAXIMUM PRINCIPLE; OBJECT RECOGNITION; REMELTING; SPEECH ANALYSIS; SPEECH RECOGNITION;

EID: 61549139402     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2008.2004051     Document Type: Article
Times cited : (19)

References (43)
  • 1
    • 0024610919 scopus 로고
    • A tutorial on hidden Markov models and selected applications in speech recognition
    • Feb
    • L. R. Rabiner, "A tutorial on hidden Markov models and selected applications in speech recognition," Proc. IEEE, vol. 77, no. 2, pp. 257-286, Feb. 1989.
    • (1989) Proc. IEEE , vol.77 , Issue.2 , pp. 257-286
    • Rabiner, L.R.1
  • 2
    • 0020734214 scopus 로고
    • An introduction to the application of the theory of probabilistic functions of a Markov process to automatic speech recognition
    • S. E. Levinson, L. R. Rabiner, and M. M. Sondhi, "An introduction to the application of the theory of probabilistic functions of a Markov process to automatic speech recognition," Bell Syst. Tech. J., vol. 62, no. 4, pp. 1035-1074, 1983.
    • (1983) Bell Syst. Tech. J , vol.62 , Issue.4 , pp. 1035-1074
    • Levinson, S.E.1    Rabiner, L.R.2    Sondhi, M.M.3
  • 3
    • 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. R. Stat. Soc., vol. 39, no. 1, pp. 1-38, 1977.
    • (1977) J. R. Stat. Soc , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 4
    • 0002210265 scopus 로고
    • On the convergence properties of the EM algorithm
    • Mar
    • C. F. J. Wu, "On the convergence properties of the EM algorithm," Ann. Stat., vol. 11, no. 1, pp. 95-103, Mar. 1983.
    • (1983) Ann. Stat , vol.11 , Issue.1 , pp. 95-103
    • Wu, C.F.J.1
  • 6
    • 4744366175 scopus 로고    scopus 로고
    • Optimization of HMM by the tabu search algorithm
    • Sep
    • T. Y. Chen, X. D. Mei, J. S. Pan, and S. H. Sun, "Optimization of HMM by the tabu search algorithm," J. Inf. Sci. Eng., vol. 20, no. 5, pp. 949-957, Sep. 2004.
    • (2004) J. Inf. Sci. Eng , vol.20 , Issue.5 , pp. 949-957
    • Chen, T.Y.1    Mei, X.D.2    Pan, J.S.3    Sun, S.H.4
  • 7
    • 61549112632 scopus 로고    scopus 로고
    • Using simulated annealing expectation maximization algorithm for hidden Markov model parameter estimation
    • J. Simonin and C. Mokbel, "Using simulated annealing expectation maximization algorithm for hidden Markov model parameter estimation," in Proc. Eurospeech, 1997, pp. 449-452.
    • (1997) Proc. Eurospeech , pp. 449-452
    • Simonin, J.1    Mokbel, C.2
  • 8
    • 0033725892 scopus 로고    scopus 로고
    • Learning mixture models using a genetic version of the EM algorithm
    • Jul
    • A. M. Martinez and J. Vitria, "Learning mixture models using a genetic version of the EM algorithm," Pattern Recognit. Lett., vol. 21, no. 8, pp. 759-769, Jul. 2000.
    • (2000) Pattern Recognit. Lett , vol.21 , Issue.8 , pp. 759-769
    • Martinez, A.M.1    Vitria, J.2
  • 9
    • 24344483148 scopus 로고    scopus 로고
    • Genetic-based EM algorithm for learning Gaussian mixture models
    • Aug
    • F. Pernkopf, D. Bouchaffra, P. Tefl, and C. Arth, "Genetic-based EM algorithm for learning Gaussian mixture models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 8, pp. 1344-1348, Aug. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell , vol.27 , Issue.8 , pp. 1344-1348
    • Pernkopf, F.1    Bouchaffra, D.2    Tefl, P.3    Arth, C.4
  • 10
    • 33745877326 scopus 로고    scopus 로고
    • Decomposing parameters of mixture Gaussian model using genetic and maximum likelihood algorithms on dental images
    • Oct
    • N. Majdi-Nasab, M. Analoui, and E. J. Delp, "Decomposing parameters of mixture Gaussian model using genetic and maximum likelihood algorithms on dental images," Pattern Recognit. Lett., vol. 27, no. 13, pp. 1522-1536, Oct. 2006.
    • (2006) Pattern Recognit. Lett , vol.27 , Issue.13 , pp. 1522-1536
    • Majdi-Nasab, N.1    Analoui, M.2    Delp, E.J.3
  • 11
    • 33847661566 scopus 로고    scopus 로고
    • An effective PSO-based memetic algorithm for flow shop scheduling
    • Feb
    • B. Liu, L. Wang, and Y.-H. Jin, "An effective PSO-based memetic algorithm for flow shop scheduling," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 1, pp. 18-27, Feb. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.37 , Issue.1 , pp. 18-27
    • Liu, B.1    Wang, L.2    Jin, Y.-H.3
  • 12
    • 33847610250 scopus 로고    scopus 로고
    • Implementation of an effective hybrid GA for large-scale traveling salesman problems
    • Feb
    • H. D. Nguyen, I. Yoshihara, K. Yamamori, and M. Yasunaga, "Implementation of an effective hybrid GA for large-scale traveling salesman problems," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 1, pp. 92-99, Feb. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.37 , Issue.1 , pp. 92-99
    • Nguyen, H.D.1    Yoshihara, I.2    Yamamori, K.3    Yasunaga, M.4
  • 14
    • 0035481745 scopus 로고    scopus 로고
    • Clustering in image space for place recognition and visual annotations for human-robot interaction
    • Oct
    • A. M. Martinez and J. Vitria, "Clustering in image space for place recognition and visual annotations for human-robot interaction," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 31, no. 5, pp. 669-682, Oct. 2001.
    • (2001) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.31 , Issue.5 , pp. 669-682
    • Martinez, A.M.1    Vitria, J.2
  • 15
    • 0001020012 scopus 로고    scopus 로고
    • A hybrid approach to modeling metabolic systems using a genetic algorithm and simplex method
    • Apr
    • J. Yen, C. L. James, B. Lee, and D. Randloph, "A hybrid approach to modeling metabolic systems using a genetic algorithm and simplex method," IEEE Trans. Syst., Man Cybern., vol. 28, no. 2, pp. 173-191, Apr. 1998.
    • (1998) IEEE Trans. Syst., Man Cybern , vol.28 , Issue.2 , pp. 173-191
    • Yen, J.1    James, C.L.2    Lee, B.3    Randloph, D.4
  • 16
    • 31744449012 scopus 로고    scopus 로고
    • Classification of adaptive memetic algorithms: A comparative study
    • Feb
    • Y.-S. Ong, M.-H. Lim, N. Zhu, and K.-W. Wong, "Classification of adaptive memetic algorithms: A comparative study," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 36, no. 1, pp. 141-152, Feb. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.36 , Issue.1 , pp. 141-152
    • Ong, Y.-S.1    Lim, M.-H.2    Zhu, N.3    Wong, K.-W.4
  • 17
    • 33847647183 scopus 로고    scopus 로고
    • Coevolving memetic algorithms: A review and progress report
    • Feb
    • J. E. Smith, "Coevolving memetic algorithms: A review and progress report," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 37, no. 1, pp. 6-17, Feb. 2007.
    • (2007) IEEE Trans. Syst., Man, Cybern. B, Cybern , vol.37 , Issue.1 , pp. 6-17
    • Smith, J.E.1
  • 18
    • 84977486998 scopus 로고
    • Lamarckian evolution, the baldwin effect and function optimization
    • D. Whitley, G. Scott, and M. Keith, "Lamarckian evolution, the baldwin effect and function optimization," in Proc. PPSN, 1994, pp. 6-15.
    • (1994) Proc. PPSN , pp. 6-15
    • Whitley, D.1    Scott, G.2    Keith, M.3
  • 19
    • 0022097713 scopus 로고
    • Recognition of isolated digits using hidden Markov models with continuous mixture densities
    • L. R. Rabiner, B. H. Juang, S. E. Levinson, and M. M. Sondhi, "Recognition of isolated digits using hidden Markov models with continuous mixture densities," AT&T Tech. J., vol. 64, no. 6, pp. 1211-1222, 1986.
    • (1986) AT&T Tech. J , vol.64 , Issue.6 , pp. 1211-1222
    • Rabiner, L.R.1    Juang, B.H.2    Levinson, S.E.3    Sondhi, M.M.4
  • 21
    • 0242408956 scopus 로고    scopus 로고
    • High dimensional function optimization using a new genetic local search suitable for parallel computers
    • S. Kimura and A. Konagaya, "High dimensional function optimization using a new genetic local search suitable for parallel computers," in Proc. IEEE Int. Conf. Syst., Man Cybern., 2003, pp. 335-342.
    • (2003) Proc. IEEE Int. Conf. Syst., Man Cybern , pp. 335-342
    • Kimura, S.1    Konagaya, A.2
  • 23
    • 0002338687 scopus 로고
    • A genetic algorithm tutorial
    • D. Whitley, "A genetic algorithm tutorial," Stat. Comput., vol. 4, pp. 65-85, 1994.
    • (1994) Stat. Comput , vol.4 , pp. 65-85
    • Whitley, D.1
  • 25
    • 25444524580 scopus 로고    scopus 로고
    • Evolutionary algorithms for constrained parameter optimization problems
    • Z. Michalewicz and M. Schoenauer, "Evolutionary algorithms for constrained parameter optimization problems," Evol. Comput., vol. 4, no. 1, pp. 1-32, 1996.
    • (1996) Evol. Comput , vol.4 , Issue.1 , pp. 1-32
    • Michalewicz, Z.1    Schoenauer, M.2
  • 26
    • 61549110695 scopus 로고    scopus 로고
    • Multiple Lagrange multiplier method for constrained evolutionary optimization
    • H. Myung and J. H. Kim, "Multiple Lagrange multiplier method for constrained evolutionary optimization," Int. J. Advance Comput. Intell., vol. 4, no. 2, pp. 158-163, 2000.
    • (2000) Int. J. Advance Comput. Intell , vol.4 , Issue.2 , pp. 158-163
    • Myung, H.1    Kim, J.H.2
  • 27
    • 32444436258 scopus 로고    scopus 로고
    • An evolutionary lagrangian multiplier method for the 0/1 multiple knapsack problem
    • Y. Yoon, Y. H. Kim, and B. R. Moon, "An evolutionary lagrangian multiplier method for the 0/1 multiple knapsack problem," in Proc. GECCO, 2005, pp. 629-635.
    • (2005) Proc. GECCO , pp. 629-635
    • Yoon, Y.1    Kim, Y.H.2    Moon, B.R.3
  • 29
    • 0001822969 scopus 로고
    • The immune recruitment mechanism: A selective evolutionary strategy
    • H. Bresisni and F. J. Varela, "The immune recruitment mechanism: A selective evolutionary strategy," in Proc. 4th Int. Conf. Genetic Algorithm, 1991, pp. 520-526.
    • (1991) Proc. 4th Int. Conf. Genetic Algorithm , pp. 520-526
    • Bresisni, H.1    Varela, F.J.2
  • 31
    • 0022099671 scopus 로고
    • Some properties of continuous hidden Markov model representation
    • Jul./Aug
    • L. R. Rabiner, B. H. Juang, S. E. Levinson, and M. M. Sondhi, "Some properties of continuous hidden Markov model representation," AT&T Tech. J., vol. 64, no. 6, pp. 1251-1270, Jul./Aug. 1985.
    • (1985) AT&T Tech. J , vol.64 , Issue.6 , pp. 1251-1270
    • Rabiner, L.R.1    Juang, B.H.2    Levinson, S.E.3    Sondhi, M.M.4
  • 32
    • 0023211850 scopus 로고
    • On the automatic segmentation of speech signals
    • F. K. Soong and T. Sevendsen, "On the automatic segmentation of speech signals," in Proc. ICASSP, 1987, pp. 77-80.
    • (1987) Proc. ICASSP , pp. 77-80
    • Soong, F.K.1    Sevendsen, T.2
  • 34
    • 0003140039 scopus 로고
    • Predictive models for the breeder genetic algorithm continuous parameter optimization
    • H. Muhlenbein, "Predictive models for the breeder genetic algorithm continuous parameter optimization," Evol. Comput., vol. 1, no. 1, pp. 25-49, 1993.
    • (1993) Evol. Comput , vol.1 , Issue.1 , pp. 25-49
    • Muhlenbein, H.1
  • 37
    • 0036722907 scopus 로고    scopus 로고
    • A segmental-feature HMM for continuous speech recognition based on a parametric trajectory model
    • Sep
    • Y. S. Yung and Y. H. Oh, "A segmental-feature HMM for continuous speech recognition based on a parametric trajectory model," Speech Commun. vol. 38, no. 1, pp. 115-130, Sep. 2002.
    • (2002) Speech Commun , vol.38 , Issue.1 , pp. 115-130
    • Yung, Y.S.1    Oh, Y.H.2
  • 38
    • 0024909979 scopus 로고
    • Some statistical issues in the comparison of speech recognition algorithms
    • L. Gillick and S. Cox, "Some statistical issues in the comparison of speech recognition algorithms," in Proc. IEEE ICASSP, 1989, pp. 532-535.
    • (1989) Proc. IEEE ICASSP , pp. 532-535
    • Gillick, L.1    Cox, S.2
  • 39
    • 44049112575 scopus 로고
    • Genetic algorithms and very fast simulated reannealing: A comparison
    • L. Ingber and B. Rosen, "Genetic algorithms and very fast simulated reannealing: A comparison," Math. Comput. Model., vol. 16, no. 11, pp. 87-100, 1992.
    • (1992) Math. Comput. Model , vol.16 , Issue.11 , pp. 87-100
    • Ingber, L.1    Rosen, B.2
  • 40
    • 33747066453 scopus 로고    scopus 로고
    • Hybrid genetic algorithm and simulated annealing for two-dimensional non-guillotine rectangular packing problems
    • Aug
    • A. Soke and Z. Bingul, "Hybrid genetic algorithm and simulated annealing for two-dimensional non-guillotine rectangular packing problems," Eng. Appl. Artif. Intell., vol. 19, no. 5, pp. 557-567, Aug. 2006.
    • (2006) Eng. Appl. Artif. Intell , vol.19 , Issue.5 , pp. 557-567
    • Soke, A.1    Bingul, Z.2
  • 41


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