ISCA Archive ICSLP 2000
ISCA Archive ICSLP 2000

Predictive speaker adaptation based on least squares method

Woo-Yong Choi, Hyung Soon Kim

In this paper, we considered two representative speaker adaptation (SA) approaches - MAP and MLLR techniques for our Korean isolated word recognition task. In addition, we proposed a new speaker adaptation algorithm to improve the performance of MAP technique. It is based on least squares method between MAP adapted mean vectors and the corresponding SI mean vectors. The results of our experiment using a CDHMM system indicated that the proposed SA technique yielded high performance improvement in the recognition rate espe-cially when the number of adaptation data is very limited. Moreover, the computational load of proposed technique is much smaller than that of MLLR.


Cite as: Choi, W.-Y., Kim, H.S. (2000) Predictive speaker adaptation based on least squares method. Proc. 6th International Conference on Spoken Language Processing (ICSLP 2000), vol. 3, 865-868

@inproceedings{choi00e_icslp,
  author={Woo-Yong Choi and Hyung Soon Kim},
  title={{Predictive speaker adaptation based on least squares method}},
  year=2000,
  booktitle={Proc. 6th International Conference on Spoken Language Processing (ICSLP 2000)},
  pages={vol. 3, 865-868}
}