Fast speaker adaptation of artificial neural networks for automatic speech recognition

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 3, Issue , 2000, Pages 1795-1798

  Dupont, Stéphane ^a   Cheboub, Leila ^a  

^a FACULTÉ POLYTECHNIQUE DE MONS   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

DEEP NEURAL NETWORKS; EIGENVALUES AND EIGENFUNCTIONS; HIDDEN MARKOV MODELS; LINEAR TRANSFORMATIONS; MARKOV PROCESSES; MATRIX ALGEBRA; NEURAL NETWORKS; OPTIMIZATION; PRINCIPAL COMPONENT ANALYSIS; SIGNAL PROCESSING; SPEECH PROCESSING; BACKPROPAGATION; FEATURE EXTRACTION; MATHEMATICAL MODELS; MATHEMATICAL TRANSFORMATIONS; MAXIMUM LIKELIHOOD ESTIMATION; REGRESSION ANALYSIS; VECTORS;

AFFINE TRANSFORMATIONS; AUTOMATIC SPEECH RECOGNITION; AUTOMATIC SPEECH RECOGNITION SYSTEM; FAST SPEAKER ADAPTATION; HIDDEN MARKOV MODELS (HMMS); PRINCIPAL COMPONENTS ANALYSIS; SPEAKER INDEPENDENTS; TRANSFORMATION MATRICES;

SPEECH RECOGNITION;

AUTOMATIC SPEECH RECOGNITION; HIDDEN MARKOV MODEL; MAXIMUM LIKELIHOOD LINEAR REGRESSION; PHONEBOOK DATABASE; PRINCIPAL COMPONENT ANALYSIS;

EID: 0033677005     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2000.862102     Document Type: Conference Paper

References (10)

1. H. Bourlard and N. Morgan. Connectionist Speech Recognition - A Hybrid Approach. Kluwer Academic Publishers, ISBN 0-7923-9396-1, 1994.
2. Stephane Dupont, Hervé Bourlard, Olivier Deroo, Vincent Fontaine, and Jean-Marc Boite. Hybrid HM-M/ANN systems for training independent tasks: Experiments on phonebook and related improvements. In Proc. IEEE Internat. Conf. Acoust. Speech and Signal Process., pages 1767-1770, Munich, April 1997.
3. H. Hermansky and N. Morgan. Rasta processing of speech. IEEE Trans. on Speech and Audio Processing, 2(4):578-589, 1994.
4. C. J. Leggetter and P. C. Woodland. Maximum likelihood linear regression for speaker adaptation. Computer Speech and Language, 9:171-185, 1995.
5. Richard P. Lippmann. Speech recognition by machines and humans. Speech Communication, 22:1-15, 1997.
6. Joao Neto, Luis Almeida, Mike Hochberg, Ciro Martins, Luis Numes, Steve Renals, and Tony Robinson. Speaker-adaptation for hybrid HMM-ANN continuous speech recognition system. In Proc. of EUROSPEECH'95., Madrid, Spain, 1995.
7. J. Pitrelli, C. Fong, S. Wong, J. Spitz, and H. Leung. Phonebook: A phonetically-rich isolated-word telephone-speech database. In Proc. IEEE Internat. Conf. Acoust. Speech and Signal Process., Detroit, Michigan, 1995.
8. R. Kuhn, P. Nguyen, J-C. Junqua, N. Niedzielski, S. Fincke, K. Field, and M. Contolini. Fast speaker adaptation using a priori knowledge. In Proc. IEEE Internat. Conf. Acoust. Speech and Signal Process., Phoenix, Arizona, 1999.
9. Olivier Siohan, Cristina Chesta, and Chin-Hui Lee. Hidden Markov Model adaptation using maximum a posteriori linear regression. In Proc. Workshop on Robust Methods for Speech Recognition in Adverse Conditions. 1999, Tampere, Finland, 1999.
10. Geoffrey Zweig and Stuart Russell. Probabilistic modeling with bayesian networks for automatic speech recognition. In Proc. of Intl. Conf. on Spoken Language Processing, Sydney, Australia, December 1998.