A speaker independent Arabic isolated spoken digits recognition system using Fuzzy Kohonen Clustering Network

被引：0

作者：

Elmalek, J ^{[1
]}

Tourki, R ^{[1
]}

机构：

[1] Fac Sci, Monastir, Tunisia

来源：

ARTIFICIAL NEURAL NETS AND GENETIC ALGORITHMS | 1999年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

A Fuzzy Kohonen Network, which is capable of recognizing isolated Arabic spoken number speaker independently is described. The Fuzzy Kohonen Clustering Network (FKCN) algorithm, is based on the integration of Fuzzy C-Means (FCM) and Kohonen Clustering Network (KCN). FKCN is unsupervised, non-sequential, and uses fuzzy membership values from FCM as learning rates. Simulation results clearly indicate the superiority in recognition accuracy performance of FKCN when compared to that obtained for FCM, KCN and the conventional LEG (Linde-Buzo-Gray).

引用

页码：111 / 115

页数：5

共 20 条

[11] Repairs to GLVQ: A new family of competitive learning schemes [J].

Karayiannis, NB ;

Bezdek, JC ;

Pal, NR ;

Hathaway, RJ ;

Pai, PI .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1996, 7 (05) :1062-1071

[12] THE SELF-ORGANIZING MAP [J].

KOHONEN, T .

PROCEEDINGS OF THE IEEE, 1990, 78 (09) :1464-1480

[13]

Kohonen T., 1995, SELF ORG MAPS

[14] TOPOLOGY REPRESENTING NETWORKS [J].

MARTINETZ, T ;

SCHULTEN, K .

NEURAL NETWORKS, 1994, 7 (03) :507-522

[15] APPLICATION OF FUZZY-SETS TO CLIMATIC CLASSIFICATION [J].

MCBRATNEY, AB ;

MOORE, AW .

AGRICULTURAL AND FOREST METEOROLOGY, 1985, 35 (1-4) :165-185

[16]

MOURIA BF, 1998, 2 IMACS INT MULT CES, V4, P196

[17]

OWEISS K, 1996, INT S NEUR SYST, P203

[18] GENERALIZED CLUSTERING NETWORKS AND KOHONEN SELF-ORGANIZING SCHEME [J].

PAL, NR ;

BEZDEK, JC ;

TSAO, ECK .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1993, 4 (04) :549-557

[19]

SAYOUD H, 1998, 2 IMACS INT MULT CES, V4, P216

[20] FUZZY KOHONEN CLUSTERING NETWORKS [J].

TSAO, ECK ;

BEZDEK, JC ;

PAL, NR .

PATTERN RECOGNITION, 1994, 27 (05) :757-764

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