Text-independent speaker identification by genetic clustering radial basis function neural network

被引：2

作者：

Yue, XC ^{[1
]}

Ye, DT ^{[1
]}

Liu, M ^{[1
]}

机构：

[1] Tsing Hua Univ, Dept Elect Engn & Appl Elect Technol, Beijing 100084, Peoples R China

来源：

PROCEEDINGS OF THE 23RD ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-4: BUILDING NEW BRIDGES AT THE FRONTIERS OF ENGINEERING AND MEDICINE | 2001年 / 23卷

关键词：

speaker identification; vector quantization; genetic algorithm; neural networks;

D O I：

10.1109/IEMBS.2001.1020564

中图分类号：

R5 [内科学];

学科分类号：

1002 ; 100201 ;

摘要：

The authors combine genetic clustering algorithm with radial basis function neural network (RBFNN) for avoiding locally optimum solutions in speaker identification. The effectiveness of genetic clustering algorithm is evaluated with speech utterances by comparing with normal clustering method. Speaker identification experiments show that genetic clustering RBFNN can improve the correctness of text-independent speaker identification.

引用

页码：1777 / 1780

页数：4

共 7 条

[1] ATAL BS, 1974, J ACOUST SOC AM, V55, P1034
[2] Speaker Recognition Using Neural Networks and Conventional Classifiers
Farrell, Kevin R.
Mammone, Richard J.
Assaleh, Khaled T.
[J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1994, 2 (01): : 194 - 205
[3] OPTIMIZATION OF CONTROL PARAMETERS FOR GENETIC ALGORITHMS
GREFENSTETTE, JJ
[J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1986, 16 (01): : 122 - 128
[4] Progress in supervised neural networks
Hush, Don R.
Horne, Bill G.
[J]. IEEE SIGNAL PROCESSING MAGAZINE, 1993, 10 (01) : 8 - 39
[5] MAN KF, 1999, GENETIC ALGORITHM
[6] ROBUST TEXT-INDEPENDENT SPEAKER IDENTIFICATION USING GAUSSIAN MIXTURE SPEAKER MODELS
REYNOLDS, DA
ROSE, RC
[J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (01): : 72 - 83
[7] Binary quantization of feature vectors for robust text-independent speaker identification
Yuan, ZX
Xu, BL
Yu, CZ
[J]. IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1999, 7 (01): : 70 - 78

← 1 →