EUROSPEECH 2001 Scandinavia
7th European Conference on Speech Communication and Technology
2nd INTERSPEECH Event

Aalborg, Denmark
September 3-7, 2001

                 

Speaker Adaptation of Output Probabilities and State Duration Distributions for Speech Recognition

Nestor Becerra Yoma, Jorge Silva

University of Chile, Chile

This paper presents a comparison of maximum a posteriori (MAP) speaker adaptation of state duration distributions and output probabilities in HMM. Both adaptation procedures are compared and then combined in recognition experiments with clean and noisy signals. The results here shown suggest that the state duration distribution adaptation can lead to higher improvements than the adaptation of output probabilities, and the reduction in the error rate when both adaptations are combined is as high as 50% or 60% using only a few samples per word.

Full Paper

Bibliographic reference.  Yoma, Nestor Becerra / Silva, Jorge (2001): "Speaker adaptation of output probabilities and state duration distributions for speech recognition", In EUROSPEECH-2001, 1257-1260.