Wavelet feature selection based neural networks with application to the text independent speaker identification

被引:14
作者
Lung, SY [1 ]
机构
[1] China Univ Technol, Dept Management Informat Syst, Taipei, Taiwan
关键词
fuzzy; speaker recognition; wavelet packets; neural network;
D O I
10.1016/j.patcog.2006.02.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A wavelet packets feature selection derived by using neuro-fuzzy evaluation index for speaker identification is described. The concept of a flexible membership function incorporating weighed distance is introduced in the evaluation index to make the modeling of clusters more appropriate. Experimental evaluation of the systems performance was conducted on three speech databases. Our results have shown that this feature selection introduced better performance than the wavelet features with respect to the percentages of recognition. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1518 / 1521
页数:4
相关论文
共 11 条
[1]   Speech feature extracted from adaptive wavelet for speech recognition [J].
Chang, SW ;
Kwon, Y ;
Yang, SI .
ELECTRONICS LETTERS, 1998, 34 (23) :2211-2213
[2]   Encoding nondeterministic fuzzy tree automata into recursive neural networks [J].
Gori, M ;
Petrosino, A .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2004, 15 (06) :1435-1449
[3]   Speaker identification through use of features selected using genetic algorithm [J].
Haydar, A ;
Demirekler, M ;
Yurtseven, MK .
ELECTRONICS LETTERS, 1998, 34 (01) :39-40
[4]   Feature selection for multi-class classification using pairwise class discriminatory measure and covering concept [J].
Ji, H ;
Bang, SY .
ELECTRONICS LETTERS, 2000, 36 (06) :524-525
[5]   Wavelet feature selection using fuzzy approach to text independent speaker recognition [J].
Lung, SY .
IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2005, E88A (03) :779-781
[6]   Feature extracted from wavelet eigenfunction estimation for text-independent speaker recognition [J].
Lung, SY .
PATTERN RECOGNITION, 2004, 37 (07) :1543-1544
[7]  
Lung SY, 2004, IEICE T FUND ELECTR, VE87A, P944
[8]   Time-Varying Feature Selection and Classification of Unvoiced Stop Consonants [J].
Nathan, Krishna S. ;
Silverman, Harvey F. .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1994, 2 (03) :395-405
[9]   Magnified gradient function with deterministic weight modification in adaptive learning [J].
Ng, SC ;
Cheung, CC ;
Leung, SH .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2004, 15 (06) :1411-1423
[10]   ROBUST TEXT-INDEPENDENT SPEAKER IDENTIFICATION USING GAUSSIAN MIXTURE SPEAKER MODELS [J].
REYNOLDS, DA ;
ROSE, RC .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (01) :72-83