Title :
Use of prosodic information to integrate acoustic and linguistic knowledge in continuous Mandarin speech recognition with very large vocabulary
Author :
Hsieh, Hung-Yun ; Lyu, Ren-Yuan ; Lee, Lin-shan
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Abstract :
The paper presents an approach to using prosodic information for the integration of acoustic and linguistic knowledge in continuous Mandarin speech with very large vocabulary. Since the overhead computation incurred from unification of search space is confined to the syllable boundaries, the use of prosodic information to reduce the syllable boundary hypotheses as well as the syllable matching length, is shown to be effective. The inherent complexity with the very large vocabulary is also reduced by the use of phrase boundary hypotheses conjectured via the phrase-final lengthening. Experimental results show a 47.2% recognition time save with only a 5.67% error rate increase using the syllable and phrase boundary hypotheses conjectured from prosodic information
Keywords :
linguistics; natural languages; search problems; speech processing; speech recognition; acoustic/linguistic knowledge integration; continuous Mandarin speech recognition; error rate; inherent complexity; overhead computation; phrase boundary hypotheses; prosodic information; recognition time; search space; syllable boundary hypotheses; syllable matching length; very large vocabulary; Acoustic propagation; Character recognition; Decoding; Error analysis; Floods; Lattices; Natural languages; Speech recognition; Viterbi algorithm; Vocabulary;
Conference_Titel :
Spoken Language, 1996. ICSLP 96. Proceedings., Fourth International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
0-7803-3555-4
DOI :
10.1109/ICSLP.1996.607724