ACOUSTIC MODEL CREATION METHOD AS WELL AS ACOUSTIC MODEL CREATION APPARATUS AND SPEECH RECOGNITION APPARATUS

Patent №

US 7,366,669

Granted

2008-04-29

Filed 2004

Owner

SEIKO EPSON CORPORATION

Lab

AI components

3

ml · nlp · speech

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10793859

To provide an acoustic model which can absorb the fluctuation of a phonemic environment in an interval longer than a syllable, with the number of parameters of the acoustic model suppressed to be small, a phoneme-connected syllable HMM/syllable-connected HMM set is generated in such a way that a phoneme-connected syllable HMM set corresponding to individual syllables is generated by combining phoneme HMMs. A preliminary experiment is conducted using the phoneme-connected syllable HMM set and training speech data. Any misrecognized syllable and the preceding syllable of the misrecognized syllable are checked using results of a preliminary experiment syllable label data. The combination between a correct answer syllable for the misrecognized syllable and the preceding syllable of the misrecognized syllable is extracted as a syllable connection. A syllable-connected HMM corresponding to this syllable connection is added into the phoneme-connected syllable HMM set. The resulting phoneme-connected syllable HMM set is trained using the training speech data and the syllable label data.

AI classification

Natural language1.00
Speech1.00
Machine learning1.00
Vision0.07
Evolutionary computation0.00
AI hardware0.00
Knowledge representation0.00
Planning0.00

Ownership

SEIKO EPSON CORPORATION

assignment · 148980969

Assignors

NISHITANI, MASANOBU, MIYAZAWA, YASUNAGA, MATSUMOTO, HIROSHI, YAMAMOTO, KAZUMASA

On an employer assignment, the assignors are typically the inventors.

From the same owner

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