Publications
Optimal Wavelet Packets Decomposition Based On A Rate-Distortion Optimality Criterion
Abstract
We address the problem of optimal decomposition of wavelet packets (WPs) for pattern recognition based on the minimum probability of error signal representation (MPE-SR) principle. The problem is formulated as a complexity regularized optimization, where the tree-indexed structure of the WP family is used to reduce it to a type of minimum cost tree pruning problem used in regression and classification trees (CART). MPE-SR solutions are obtained for a frame level phone recognition task showing promising performance results.
- Date
- 2007
- Authors
- Jorge Silva, Shrikanth Narayanan
- Conference
- 2007 IEEE International Conference on Acoustics, Speech and Signal Processing-ICASSP'07
- Volume
- 3
- Pages
- III-817-III-820
- Publisher
- IEEE