A training algorithm for statistical sequence recognition with applications to transition-based speech recognition

IEEE Signal Processing Letters

Volumn 3, Issue 7, 1996, Pages 203-205

  Bourlard, Hervé ^a,b   Konig, Yochai ^c   Morgan, Nelson ^c  

^a INTERNATIONAL COMPUTER SCIENCE INSTITUTE   (United States)

^b FACULTÉ POLYTECHNIQUE DE MONS   (Belgium)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ERRORS; MARKOV PROCESSES; MATHEMATICAL MODELS; NEURAL NETWORKS; OPTIMIZATION; PARAMETER ESTIMATION; PATTERN RECOGNITION; PROBABILITY; PROBLEM SOLVING; STATISTICAL METHODS;

EXPECTATION MAXIMIZATION ALGORITHM; HIDDEN MARKOV MODELS; STATISTICAL SEQUENCE RECOGNITION; STOCHASTIC FINITE STATE AUTOMATION; TRAINING ALGORITHM;

SPEECH RECOGNITION;

EID: 0030194330     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/97.508165     Document Type: Article

References (7)

1. Y. Bengio, R. De Mori, G. Flammia, and R. Kompe, "Global optimization of a neutral network-hidden markov model hybrid," IEEE Trans. Neural Networks, vol. 3. no. 2, pp. 252-258, Mar. 1992.
2. H. Bourlard, Y. Konig, and N. Morgan, "REMAP: recursive estimation and maximization of a posteriori probabilities, application to transition-based connectionist speech recognition," Tech. Rep. TR-94-064, Int. Comput. Sci. Inst., Berkeley, CA, 1994.
3. _, "REMAP: recursive estimation and maximization of a posteriori probabilities in connectionist speech recognition," in Proc. Europ. Conf. Speech Commun. Technol. (EUROSPEECH), Madrid, Spain, Sept. 1995.
4. H. Bourlard and N. Morgan, Connectionist Speech Recognition: A Hybrid Approach. Boston: Kluwer, 1994.
5. R. A. Cole, M. Fanty, and T. Lander, "Telephone speech corpus development at CSLU," in Proc. Int. Conf. Spoken Lang. Processing, Yokohama, Japan, Sept. 1994.
6. A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum likelihood from incomplete data via the EM algorithm," J. Royal Stat. Soc., Series B, vol. 34, pp. 1-38, 1977.
7. T. Robinson, "An application of recurrent nets to phone probability estimation," IEEE Trans. Neural Networks, vol. 5, no. 2, pp. 298-305, Mar. 1994.