Speaker identification through use of features selected using genetic algorithm

被引：8
|
作者：
Haydar, A [1 ]
Demirekler, M
Yurtseven, MK
机构：
[1] Eastern Mediterranean Univ, Elect & Elect Engn Dept, Gazi Magosa, Cyprus
[2] Middle E Tech Univ, Dept Elect & Elect Engn, TR-06531 Ankara, Turkey
来源：
ELECTRONICS LETTERS | 1998年 / 34卷 / 01期
关键词：
D O I：
10.1049/el:19980126
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
The authors introduce the use of a genetic algorithm in the reduction of a 24 parameter (12 LPC derived cepstral coefficients +12 Delta-cepstral coefficients) set to a five, six, seven, eight or ten parameter set, for each speaker in text-independent speaker identification. The experimental results show that there is similar to 5% increase in the recognition rate when the reduced set of parameters is used.
引用
收藏
页码：39 / 40
页数：2
相关论文
共 50 条
  • [41] Robust Automatic Speaker Identification System Using Shuffled MFCC Features
    Barhoush, Mahdi
    Hallawa, Ahmed
    Schmeink, Anke
    2021 IEEE INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLIED NETWORK TECHNOLOGIES (ICMLANT II), 2021, : 28 - 33
  • [42] Real-Time Speaker Identification System using Cepstral Features
    Barik, Monalisha
    Sarangi, Susanta Kumar
    Sahu, Sushanta Kumar
    2016 2ND INTERNATIONAL CONFERENCE ON COMMUNICATION CONTROL AND INTELLIGENT SYSTEMS (CCIS), 2016, : 89 - 93
  • [43] Speaker pruning algorithm for real-time speaker identification
    Kinnunen, T
    Karpov, E
    Fränti, P
    AUDIO-BASED AND VIDEO-BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS, 2003, 2688 : 639 - 646
  • [44] Constructing Features Using a Hybrid Genetic Algorithm
    Tsoulos, Ioannis G.
    SIGNALS, 2022, 3 (02): : 174 - 188
  • [45] Feature selection using genetic algorithm and its application to speaker verification
    Haydar, A
    Demirekler, M
    Yurtseven, MK
    ELECTRONICS LETTERS, 1998, 34 (15) : 1457 - 1459
  • [46] Boosting Speaker Identification Performance Using a Frame Level Based Algorithm
    Djemili, Rafik
    Bourouba, Hocine
    Korba, M. C. Amara
    O'Shaughnessy, Douglas
    2015 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, SIGNAL PROCESSING, AND THEIR APPLICATIONS (ICCSPA'15), 2015,
  • [47] A genetic algorithm based method for optimisation of Gaussian mixture model parameters for speaker identification
    Mashao, DJ
    Tsai, CT
    6TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL III, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING I, 2002, : 254 - 258
  • [48] The use of harmonic features in speaker recognition
    Imperl, B
    Kacic, Z
    Horvat, B
    1997 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS I - V: VOL I: PLENARY, EXPERT SUMMARIES, SPECIAL, AUDIO, UNDERWATER ACOUSTICS, VLSI; VOL II: SPEECH PROCESSING; VOL III: SPEECH PROCESSING, DIGITAL SIGNAL PROCESSING; VOL IV: MULTIDIMENSIONAL SIGNAL PROCESSING, NEURAL NETWORKS - VOL V: STATISTICAL SIGNAL AND ARRAY PROCESSING, APPLICATIONS, 1997, : 1131 - 1134
  • [49] Hierarchical speaker identification using speaker clustering
    Sun, B
    Liu, WJ
    Zhong, QH
    2003 INTERNATIONAL CONFERENCE ON NATURAL LANGUAGE PROCESSING AND KNOWLEDGE ENGINEERING, PROCEEDINGS, 2003, : 299 - 304
  • [50] Optimal subset selection of primary sequence features using the genetic algorithm for thermophilic proteins identification
    LiQiang Wang
    CuiFeng Li
    Biotechnology Letters, 2014, 36 : 1963 - 1969
12345