Title :
On the use of lattices for the automatic generation of pronunciations
Author :
Deligne, Subine ; Mangu, Lidia
Author_Institution :
IBM T. J. Watson Res. Center, Yorktown Heights, NY, USA
Abstract :
In this paper, we explore the use of lattices to generate pronunciations for speech recognition based on the observation of a few (say one or two) speech utterances of a word. Various search strategies are investigated in combination with schemes where single or multiple pronunciations are generated for each speech utterance. In our experiments, a strategy that combines merging time-overlapping links in a context-dependent subphone lattice and generating multiple pronunciations provides the best recognition accuracy. This results in average relative gains of 30% over the generation of single pronunciations using a Viterbi search.
Keywords :
maximum likelihood estimation; speech recognition; Viterbi search; automatic generation; average relative gains; context-dependent subphone lattice; lattices; multiple pronunciations; recognition accuracy; search strategies; speech recognition; speech utterances; time-overlapping links; Cepstral analysis; Context modeling; Decision trees; Gaussian distribution; Gaussian processes; Lattices; Merging; Speech recognition; Viterbi algorithm; Vocabulary;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
Print_ISBN :
0-7803-7663-3
DOI :
10.1109/ICASSP.2003.1198752