Speaker Recognition Exploiting D2D Communications Paradigm: Performance Evaluation of Multiple Observations Approaches

被引：6

作者：

Bisio, Igor ^{[1
]}

Lavagetto, Fabio ^{[1
]}

Garibotto, Chiara ^{[1
]}

Sciarrone, Andrea ^{[1
]}

机构：

[1] Univ Genoa, Dept Elect Elect Telecommun Engn & Naval Architec, Via Opera Pia 13, I-16145 Genoa, Italy

来源：

MOBILE NETWORKS & APPLICATIONS | 2017年 / 22卷 / 06期

关键词：

Multiple observations; Speaker recognition; Mobile devices; D2D communications; VERIFICATION; SYSTEM; VECTOR;

D O I：

10.1007/s11036-017-0876-z

中图分类号：

TP3 [计算技术、计算机技术];

学科分类号：

080201 [机械制造及其自动化];

摘要：

The diffusion of Device-to-Device (D2D) communications opens the door to exploit the contributions of multiple Mobile Devices (MDs) to accomplish collaborative tasks. In this paper a speaker recognition algorithm for MDs based on a multiple-observations approach is presented. We propose various fusion and clustering algorithms aimed at efficiently exploiting data coming from MDs. Numerical results show that in many cases our multiple-observation approach is able to significantly improve the accuracy of the considered speaker recognition algorithm.

引用

页码：1045 / 1057

页数：13

共 17 条

[1]

[Anonymous], 2012, P IEEE INT C SIGN PR, DOI DOI 10.1109/ISPCC.2012.6224342

[2]

Barghi A, 2014, RSI INT CONF ROBOT M, P434, DOI 10.1109/ICRoM.2014.6990940

[3]

Bisio I, 2015, IEEE ICC, P7030, DOI 10.1109/ICC.2015.7249447

[4]

Gender-Driven Emotion Recognition Through Speech Signals for Ambient Intelligence Applications [J].

Bisio, Igor ;

Delfino, Alessandro ;

Lavagetto, Fabio ;

Marchese, Mario ;

Sciarrone, Andrea .

IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2013, 1 (02) :244-257

[5]

LIBSVM: A Library for Support Vector Machines [J].

Chang, Chih-Chung ;

Lin, Chih-Jen .

ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY, 2011, 2 (03)

[6]

Golan SM, 2010, INT CONF ACOUST SPEE, P201, DOI 10.1109/ICASSP.2010.5496044

[7]

Speaker Recognition by Machines and Humans [J].

Hansen, John H. L. ;

Hasan, Taufiq .

IEEE SIGNAL PROCESSING MAGAZINE, 2015, 32 (06) :74-99

[8]

PERCEPTUAL LINEAR PREDICTIVE (PLP) ANALYSIS OF SPEECH [J].

HERMANSKY, H .

JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 1990, 87 (04) :1738-1752

[9]

Robust speaker verification based on multi stage vector quantization of MFCC parameters on narrow bandwidth channels [J].

Homayounpour, M. Mehdi ;

Rezaian, Iman .

10TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS I-III: INNOVATIONS TOWARD FUTURE NETWORKS AND SERVICES, 2008, :336-340

[10]

A comparison of methods for multiclass support vector machines [J].

Hsu, CW ;

Lin, CJ .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 2002, 13 (02) :415-425

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