Text-independent Speaker Recognition Using Radial Basis Function Network

被引：2

作者：

Yakovenko, Anton ^{[1
]}

Malychina, Galina ^{[1
]}

机构：

[1] Peter Great St Petersburg Polytech Univ, Inst Comp Sci & Technol, Polytech Skaya 21, St Petersburg 194021, Russia

来源：

ADVANCES IN NEURAL NETWORKS - ISNN 2016 | 2016年 / 9719卷

关键词：

Speaker recognition; Text-independence; Feature extraction; RBFNN;

D O I：

10.1007/978-3-319-40663-3_9

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Radial Basis Function Neural Network (RBFNN) is proposed as a solution to the text-independent speaker recognition problem. Recognition is based on estimation of sufficiently large set of acoustic features, construction of multidimensional histograms and approximation arbitrary distributions of the components of acoustic features with probability density functions (PDF), with possibility of wide shape variation. Proposed method allowed to reduce the probability of errors in the decision making.

引用

页码：74 / 81

页数：8

共 50 条

[1] Text-independent speaker identification by genetic clustering radial basis function neural network
Yue, XC
Ye, DT
Liu, M
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, 23 : 1777 - 1780
[2] TEXT-INDEPENDENT SPEAKER RECOGNITION
ATAL, BS
JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1972, 52 (01): : 181 - &
[3] TEXT-INDEPENDENT SPEAKER RECOGNITION USING NEURAL NETWORKS
HATTORI, H
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1993, E76D (03) : 345 - 351
[4] Text-independent speaker recognition using graph matching
Hautamaki, Ville
Kinnunen, Tomi
Franti, Pasi
PATTERN RECOGNITION LETTERS, 2008, 29 (09) : 1427 - 1432
[5] Research on text-independent speaker recognition methods using wavelet neural network
Bai, Ying
Zhao, Zhen-Dong
Qi, Yin-Cheng
Wang, Bin
Guo, Jian-Yong
Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2006, 28 (06): : 1036 - 1039
[6] Adaptive Convolutional Neural Network for Text-Independent Speaker Recognition
Kim, Seong-Hu
Park, Yong-Hwa
INTERSPEECH 2021, 2021, : 66 - 70
[7] Effect of Spoken Text on Text-independent Speaker Recognition
Alsulaiman, Mansour
PROCEEDINGS FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, MODELLING AND SIMULATION, 2014, : 279 - 284
[8] Text-independent speaker recognition using support vector machine
Hou, FL
Wang, BX
2001 INTERNATIONAL CONFERENCES ON INFO-TECH AND INFO-NET PROCEEDINGS, CONFERENCE A-G: INFO-TECH & INFO-NET: A KEY TO BETTER LIFE, 2001, : C402 - C407
[9] A new approach for text-independent speaker recognition
Lung, SY
Chen, CCT
PATTERN RECOGNITION, 2000, 33 (08) : 1401 - 1403
[10] Improving Text-independent Speaker Recognition with GMM
Chakroun, Rania
Zouari, Leila Beltaifa
Frikha, Mondher
Ben Hamida, Ahmed
2016 2ND INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2016, : 693 - 696

← 1 2 3 4 5 →