메뉴 건너뛰기




Volumn 44, Issue 10, 2014, Pages 1962-1977

Hybrid metaheuristic approaches to the expectation maximization for estimation of the hidden markov model for signal modeling

Author keywords

Constraint based probabilistic models; expectation maximization (EM); hidden Markov model (HMM); hybrid metaheuristics; signal modeling and classification; speech recognition

Indexed keywords

SPEECH RECOGNITION;

EID: 84907189481     PISSN: 21682267     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCYB.2014.2308917     Document Type: Article
Times cited : (8)

References (47)
  • 1
    • 61549139402 scopus 로고    scopus 로고
    • A constraint-based evolutionary learning approach to the expectation maximization for optimal estimation of the hidden Markov model for speech signal modeling
    • Feb.
    • S. Huda, J. Yearwood, and R. Togneri, "A constraint-based evolutionary learning approach to the expectation maximization for optimal estimation of the hidden Markov model for speech signal modeling," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 39, no. 1, pp. 182-197, Feb. 2009.
    • (2009) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.39 , Issue.1 , pp. 182-197
    • Huda, S.1    Yearwood, J.2    Togneri, R.3
  • 2
    • 68249094176 scopus 로고    scopus 로고
    • Evaluation of incremental learning algorithms for HMM in the recognition of alphanumeric characters
    • C. Y. Suen, P. R. Cavalina, R. S. Abourin, and A. S. Britto, "Evaluation of incremental learning algorithms for HMM in the recognition of alphanumeric characters," Pattern Recognit., vol. 42, no. 12, pp. 3241-3253, 2009.
    • (2009) Pattern Recognit. , vol.42 , Issue.12 , pp. 3241-3253
    • Suen, C.Y.1    Cavalina, P.R.2    Abourin, R.S.3    Britto, A.S.4
  • 3
    • 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
  • 4
    • 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
  • 5
    • 79953048246 scopus 로고    scopus 로고
    • Model-based segmentation and recognition of dynamic gestures in continuous video streams
    • H. Li and M. Greenspan, "Model-based segmentation and recognition of dynamic gestures in continuous video streams," Pattern Recognit., vol. 44, no. 8, pp. 1614-1628, 2011.
    • (2011) Pattern Recognit. , vol.44 , Issue.8 , pp. 1614-1628
    • Li, H.1    Greenspan, M.2
  • 6
    • 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., vol. 30, no. 1, pp. 1-38, 1977.
    • (1977) J. Roy. Statist. Soc. , vol.30 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 8
    • 0003857778 scopus 로고    scopus 로고
    • Gentle tutorial on the em algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models
    • ICSI, Berkeley, CA, USA
    • A. J. Bilmes, "Gentle tutorial on the EM algorithm and its application to parameter estimation for Gaussian mixture and hidden Markov models," Tech. Rep. TR-97-021, ICSI, Berkeley, CA, USA, 1998.
    • (1998) Tech. Rep.
    • Bilmes, A.J.1
  • 9
    • 12344255659 scopus 로고
    • DNA sequence analysis using hidden Markov model and genetic algorithm
    • Dec.
    • T. Yada, M. Ishikawa, H. Tanaka, and K. Asai, "DNA sequence analysis using hidden Markov model and genetic algorithm," Genome Inform., vol. 5, pp. 178-179, Dec. 1994.
    • (1994) Genome Inform. , vol.5 , pp. 178-179
    • Yada, T.1    Ishikawa, M.2    Tanaka, H.3    Asai, K.4
  • 10
    • 31744447211 scopus 로고    scopus 로고
    • Evolving the structure of hidden Markov models
    • Jan.
    • K.-J. Won, A. Prügel-Bennett, and A. Krogh, "Evolving the structure of hidden Markov models," IEEE Trans. Evol. Comput., vol. 10, no. 1, pp. 39-49, Jan. 2006.
    • (2006) IEEE Trans. Evol. Comput. , vol.10 , Issue.1 , pp. 39-49
    • Won, K.-J.1    Prügel-Bennett, A.2    Krogh, A.3
  • 11
    • 0022227186 scopus 로고
    • Training of HMM recognizer by simulated annealing
    • Apr.
    • D. B. Paul, "Training of HMM recognizer by simulated annealing," ICASSP '85, vol. 10, pp. 13-16, Apr. 1985.
    • (1985) ICASSP '85 , vol.10 , pp. 13-16
    • Paul, D.B.1
  • 13
    • 0002241694 scopus 로고
    • The SEM algorithm: A probabilistic teacher algorithm derived from the em algorithm for the mixture problem
    • G. Celeux and J. Diebolt, "The SEM algorithm: A probabilistic teacher algorithm derived from the EM algorithm for the mixture problem," Comput. Statist. Quart., vol. 2, no. 1, pp. 73-82, 1985.
    • (1985) Comput. Statist. Quart. , vol.2 , Issue.1 , pp. 73-82
    • Celeux, G.1    Diebolt, J.2
  • 14
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • May
    • S. Kirkpatrick, C. D. Gelatt, and M. P. Vecchi, "Optimization by simulated annealing," Science, vol. 220, no. 4598, pp. 671-680, May 1983.
    • (1983) Science , vol.220 , Issue.4598 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.D.2    Vecchi, M.P.3
  • 17
    • 0033725892 scopus 로고    scopus 로고
    • Learning mixture models using a genetic version of the em algorithm
    • 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, 2000.
    • (2000) Pattern Recognit. Lett. , vol.21 , Issue.8 , pp. 759-769
    • Martinez, A.M.1    Vitria, J.2
  • 18
    • 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
  • 19
    • 33745877326 scopus 로고    scopus 로고
    • Decomposing parameters of mixture Gaussian model using genetic and maximum likelihood algorithms on dental images
    • 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, 2006.
    • (2006) Pattern Recognit. Lett. , vol.27 , Issue.13 , pp. 1522-1536
    • Majdi-Nasab, N.1    Analoui, M.2    Delp, E.J.3
  • 20
    • 0035481745 scopus 로고    scopus 로고
    • Clustering in image space for place recognition and vcisual annotations for human-robot interaction
    • Oct.
    • A. M. Martinez and J. Vitria, "Clustering in image space for place recognition and vcisual 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
  • 21
    • 31744449012 scopus 로고    scopus 로고
    • Classification of adaptive memetic algorithms: A comparative study
    • Feb.
    • Y. Soon, 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
    • Soon, Y.1    Lim, M.H.2    Zhu, N.3    Wong, K.W.4
  • 22
    • 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. 4, pp. 1-32, 1996.
    • (1996) Evol. Comput. , vol.4 , Issue.4 , pp. 1-32
    • Michalewicz, Z.1    Schoenauer, M.2
  • 24
    • 84972571328 scopus 로고
    • Growth function for transformations on manifold
    • L. E. Baum and G. R. Sell, "Growth function for transformations on manifold," Prac. J. Math, vol. 27, no. 2, pp. 211-227, 1968.
    • (1968) Prac. J. Math , vol.27 , Issue.2 , pp. 211-227
    • Baum, L.E.1    Sell, G.R.2
  • 25
    • 5744249209 scopus 로고
    • Equation of state calculations by fast computing machines
    • N. A. Metropolis, A. Rosenbluth, A. Teller, and E. Teller, "Equation of state calculations by fast computing machines," J. Chem. Phys., vol. 21, no. 6, pp. 1087-1092, 1953.
    • (1953) J. Chem. Phys. , vol.21 , Issue.6 , pp. 1087-1092
    • Metropolis, N.A.1    Rosenbluth, A.2    Teller, A.3    Teller, E.4
  • 26
    • 0022463446 scopus 로고
    • Convergence of an annealing algorithm
    • M. Lundy and H. Teng, "Convergence of an annealing algorithm," Math. Programming, vol. 34, no. 1, pp. 111-124, 1986.
    • (1986) Math. Programming , vol.34 , Issue.1 , pp. 111-124
    • Lundy, M.1    Teng, H.2
  • 28
    • 84975323381 scopus 로고
    • Parallel simulated annealing and genetic algorithms: A space of hybrid methods
    • H. Chen and N. Flann, "Parallel simulated annealing and genetic algorithms: A space of hybrid methods," in Proc. Int. Conf. Evol. Comput. (PPSN III), LNCS 866. 1994, pp. 428-438.
    • (1994) Proc. Int. Conf. Evol. Comput. (PPSN III) , vol.LNCS 866 , pp. 428-438
    • Chen, H.1    Flann, N.2
  • 29
    • 84907203153 scopus 로고    scopus 로고
    • A hybrid parallel simulated annealing algorithm to optimize store performance
    • C. Baydar, "A hybrid parallel simulated annealing algorithm to optimize store performance," in Proc. Workshop GECCO, 2002, pp. 1-6.
    • (2002) Proc. Workshop GECCO , pp. 1-6
    • Baydar, C.1
  • 31
    • 27144459267 scopus 로고    scopus 로고
    • Genetic and evolutionary algorithm toolbox for use with MATLAB
    • Dept. Comput. Sci., Univ. Ilmenau, Ilmenau, Germany
    • H. Pholheim, "Genetic and evolutionary algorithm toolbox for use with MATLAB," Dept. Comput. Sci., Univ. Ilmenau, Ilmenau, Germany, Tech. Rep., 1998, http://www.geatbx.com/download/ GEATbx Tutorial v38.pdf.
    • (1998) Tech. Rep.
    • Pholheim, H.1
  • 32
    • 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
  • 33
    • 2442537273 scopus 로고    scopus 로고
    • Comparison between Lamarckian and Darwinian evolution on a model using neural networks and genetic algorithms
    • T. Sasaki and M. Tokoro, "Comparison between Lamarckian and Darwinian evolution on a model using neural networks and genetic algorithms," Knowl. Inform. Syst, vol. 2, no. 2, pp. 201-222, 2000.
    • (2000) Knowl. Inform. Syst , vol.2 , Issue.2 , pp. 201-222
    • Sasaki, T.1    Tokoro, M.2
  • 34
    • 80054688019 scopus 로고    scopus 로고
    • A multi-facet survey on memetic computation
    • Oct.
    • X. Chen, Y.-S. Ong, M.-H. Lim, and K. C. Tan, "A multi-facet survey on memetic computation," IEEE Trans. Evol. Comput., vol. 15, no. 5, pp. 591-607, Oct. 2011.
    • (2011) IEEE Trans. Evol. Comput. , vol.15 , Issue.5 , pp. 591-607
    • Chen, X.1    Ong, Y.-S.2    Lim, M.-H.3    Tan, K.C.4
  • 37
    • 44049112575 scopus 로고
    • Genetic algorithms and very fast simulated annealing: A comparison
    • L. Ingber and B. Rosen, "Genetic algorithms and very fast simulated annealing: A comparison," Math. Comput. Modeling, vol. 16, no. 11, pp. 87-100, 1992.
    • (1992) Math. Comput. Modeling , vol.16 , Issue.11 , pp. 87-100
    • Ingber, L.1    Rosen, B.2
  • 38
    • 33747066453 scopus 로고    scopus 로고
    • A hybrid genetic algorithm and simulated annealing for 2-D non-guillotine rectangular packing problems
    • A. Soke and Z. Bingul, "A hybrid genetic algorithm and simulated annealing for 2-D non-guillotine rectangular packing problems," Eng. Appl. Artif. Intell., vol. 19, no. 5, pp. 557-567, 2006.
    • (2006) Eng. Appl. Artif. Intell. , vol.19 , Issue.5 , pp. 557-567
    • Soke, A.1    Bingul, Z.2
  • 39
    • 0001047763 scopus 로고
    • Optimization by simulated annealing: An experimental evaluation: Part II, graph coloring and number partitioning
    • D. S. Johnson, C. R. Aragon, L. A. McGeoch, and C. Schevon, "Optimization by simulated annealing: An experimental evaluation: Part II, graph coloring and number partitioning," Oper. Res., vol. 39, no. 3, pp. 378-406, 1991.
    • (1991) Oper. Res. , vol.39 , Issue.3 , pp. 378-406
    • Johnson, D.S.1    Aragon, C.R.2    McGeoch, L.A.3    Schevon, C.4
  • 40
    • 0001020012 scopus 로고    scopus 로고
    • A hybrid approach to modeling metabolic systems using genetic algorithm and simplex method
    • Apr.
    • J. Yen, C. L. James, B. Lee, and D. Randloph, "A hybrid approach to modeling metabolic systems using genetic algorithm and simplex method," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 28, no. 2, pp. 173-191, Apr. 1998.
    • (1998) IEEE Trans. Syst., Man, Cybern. B, Cybern. , vol.28 , Issue.2 , pp. 173-191
    • Yen, J.1    James, C.L.2    Lee, B.3    Randloph, D.4
  • 41
    • 33747066453 scopus 로고    scopus 로고
    • Hybrid genetic algorithm and simulated annealing for 2-D non-guillotine rectangular packing problems
    • A. Sokea and Z. Bingulb, "Hybrid genetic algorithm and simulated annealing for 2-D non-guillotine rectangular packing problems," Eng. Appl. Artif. Intell., vol. 19, no. 5, pp. 557-567, 2006.
    • (2006) Eng. Appl. Artif. Intell. , vol.19 , Issue.5 , pp. 557-567
    • Sokea, A.1    Bingulb, Z.2
  • 42
    • 0003875045 scopus 로고    scopus 로고
    • A survey of parallel genetic algorithms
    • Univ. Illinois, Urbana-Champaign, IL, USA
    • E. Cantu-Paz, "A survey of parallel genetic algorithms," Univ. Illinois, Urbana-Champaign, IL, USA, Tech. Rep. IllGAL 97003, 1997.
    • (1997) Tech. Rep.
    • Cantu-Paz, E.1
  • 43
    • 0036722907 scopus 로고    scopus 로고
    • A segmental-feature HMM for continuous speech recognition based on a parametric trajectory model
    • 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, 2002.
    • (2002) Speech Commun. , vol.38 , Issue.1 , pp. 115-130
    • Yung, Y.S.1    Oh, Y.H.2
  • 44
    • 0024909979 scopus 로고
    • Some statistical issue in the comparison of speech recognition algorithms
    • L. Gillick and S. Cox, "Some statistical issue 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
  • 45
    • 70350031274 scopus 로고    scopus 로고
    • On parsing visual sequences with the hidden Markov model
    • Jan.
    • N. Harte, D. Lennon, and A. Kokaram, "On parsing visual sequences with the hidden Markov model," EURASIP J. Image Video Process., vol. 2009, no. 6, pp. 1-13, Jan. 2009.
    • (2009) EURASIP J. Image Video Process. , vol.2009 , Issue.6 , pp. 1-13
    • Harte, N.1    Lennon, D.2    Kokaram, A.3
  • 46
    • 0033698724 scopus 로고    scopus 로고
    • Transformed hidden Markov models: Estimating mixture models of images and inferring spatial transformations in video sequences
    • Jun.
    • N. Jojic, N. Petrovic, B. Frey, and T. Huang, "Transformed hidden Markov models: Estimating mixture models of images and inferring spatial transformations in video sequences," in Proc. IEEE Conf. Comput. Vision Pattern Recognit., vol. 2, pp. 26-33, Jun. 2000.
    • (2000) Proc. IEEE Conf. Comput. Vision Pattern Recognit. , vol.2 , pp. 26-33
    • Jojic, N.1    Petrovic, N.2    Frey, B.3    Huang, T.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.