Title :
Phone Set Generation Based on Acoustic and Contextual Analysis for Multilingual Speech Recognition
Author :
Chien-Lin Huang ; Chung-Hsien Wu
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Abstract :
This study presents a novel approach to generating phone units generation for the recognition of multilingual speech. Acoustic and contextual analysis is performed to characterize multilingual phonetic units for phone set generation. A confusion matrix combining acoustic and contextual similarities between every two phonetic units is constructed for phonetic unit clustering. Acoustic likelihood and hyperspace analog to language (HAL) model are adopted for acoustic similarity and contextual similarity estimation of phone models, respectively. Experiments show that the generated phone set provides a compact and robust set that considers acoustic and contextual information for multilingual speech recognition.
Keywords :
matrix algebra; speech recognition; acoustic analysis; contextual analysis; hyperspace analog to language model; matrix combining acoustic; multilingual phonetic units; multilingual speech recognition; phone set generation; Acoustic measurements; Clustering algorithms; Context modeling; Information analysis; Natural languages; Performance analysis; Robustness; Speech analysis; Speech processing; Speech recognition; Multilingual speech recognition; acoustic likelihood; confusion matrix; hyperspace analog to language model;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
1-4244-0727-3
DOI :
10.1109/ICASSP.2007.367245