Sub-partitioned vector quantization of probability density funct

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G10L 506

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055353053

ABSTRACT:
A speech recognition memory compression method and apparatus subpartitions probability density function (pdf) space along the hidden Markov model (HMM) index into packets of typically 4 to 8 log-pdf values. Vector quantization techniques are applied using a logarithmic distance metric and a probability weighted logarithmic probability space for the splitting of clusters. Experimental results indicate a significant reduction in memory can be obtained with little increase in overall speech recognition error.

REFERENCES:
patent: 4348553 (1982-09-01), Baker et al.
patent: 4587670 (1986-05-01), Levinson
patent: 4783804 (1988-11-01), Juang et al.
patent: 4903305 (1990-02-01), Gillick et al.
patent: 5027406 (1991-06-01), Roberts et al.
patent: 5075896 (1991-12-01), Wilcox et al.
patent: 5299284 (1994-03-01), Roy
patent: 5371853 (1994-12-01), Kao et al.
George M. White, "Speech Recognition, Neural Nets, And Brains", Jan. 1992.
Kai-Fu Lee, "Large-Vocabulary Speaker-Independent Continuous Speech Recognition: The SPHINX System" Carnegie Mellon University, Pittsburgh, Pennsylvania, Apr. 1988.
Ronald W. Schafer and Lawrence R. Rabiner, "Digital Representations of Speech Signals" The Institute of Electrical and Electronics Engineers, Inc., 1975, pp. 49-63.
D. Raj Reddy, "Speech Recognition by Machine: A Review" IEEE Proceedings 64(4):502-531, Apr. 1976, pp. 8-35.
Robert M. Gray, "Vector Quantization" IEEE, 1984, pp. 75-100.
Markel, J. D. and Gray, Jr., A. H., "Linear Production of Speech," Springer, Berlin Herdelberg New York, 1976.
Rabiner, L., Sondhi, M. and Levison, S., "Note on the Properties of a Vector Quantizer for LPC Coefficients," BSTJ, vol. 62, No. 8, Oct. 1983, pp. 2603-2615.
Linde, Y., Buzo, A., and Gray, R. M., "An Algorithm for Vector Quantization," IEEE Trans. Commun., COM-28, No. 1 (Jan. 1980) pp. 84-95.
Bahl, I. R., et al., "Large Vocabulary National Language Continuous Speech Recognition," Proceeding of the IEEE CASSP 1989, Glasgow.
Gray, R. M., "Vector Quantization", IEEE ASSP Magazine, Apr. 1984, vol. 1, No. 2, p. 10.
Bahl, L. R., Baker, J. L., Cohen, P. S., Jelinek, F., Lewis, B. L., Mercer, R. L., "Recognition of a Continuously Read Natural Corpus", IEEE Int. Conf on Acoustics, Speech and Signal Processing, Apr. 1978.
Schwartz, R., Chow, Y., Kimball, O., Roucos, S., Krasner, M., Makhoul, J., "Context-Dependent Modeling for Acoustic-Phonetic Recognition of Continuous Speech," IEEE Int. Conf. on Acoustics, Speech and Signal Processing, Apr. 1985.
Schwartz, R. M., Chow, X. L., Roucos, S., Krauser, M., Makhoul, J., "Improved Hidden Markov Modeling of Phonemes for Continuous Speech Recognition," IEEE Int. Conf. on Acoustics, Speech and Signal Processing, Apr. 1984.
Alleva, F. Hon, H., Huang, X., Hwang, M., Rosenfeld, R., Weide, R., "Applying Sphinx II to DARPA Wall Street Journal CSR Task", Proc. of the DARPA Speech and NL Workshop, Feb. 1992, Morgan Kaufman Pub., San Mateo, CA.
Kai-Fu Lee, "Automatic Speech Recognition," Kluwer Academic Publishers, Boston/Dordrecht/London, 1989.

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