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