Speech Recognition using Support Vector Machines

被引:0
|
作者
Aida-zade, Kamil [1 ]
Xocayev, Anar [2 ]
Rustamov, Samir [3 ]
机构
[1] Azerbaijan Natl Acad Sci, Inst Control Syst, Baku, Azerbaijan
[2] Qafqaz Univ, Comp Engn, Baku, Azerbaijan
[3] ADA Univ, Azerbaijan Natl Acad Sci, Inst Control Syst, Baku, Azerbaijan
关键词
Speech Recognition; Feature Extraction; Support Vector Machines; Linear Predictive Coding; Mel Frequency Cepstral Coefficients;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this article we applied Support Vector Machines to acoustic model of Speech Recognition System based on MFCC and LPC features for Azerbaijani DataSet. This DataSet has been used for speech recognition by Multilayer Artificial Neural Network and achieved some results. The main goal of this work is applying SVM techniques to the Azerbaijan Speech Recognition System. The variety of results of SVM with different Kernel functions is analyzed in the training process. It is shown that SVM with radial basis and polynomial kernels give better recognition results that Multilayer Artificial Neural Network.
引用
收藏
页码:108 / 111
页数:4
相关论文
共 50 条
  • [1] Speech Emotion Recognition Using Support Vector Machines
    Yu, Caiming
    Tian, Qingxi
    Cheng, Fang
    Zhang, Shiqing
    [J]. ADVANCED RESEARCH ON COMPUTER SCIENCE AND INFORMATION ENGINEERING, PT I, 2011, 152 : 215 - 220
  • [2] Visual speech recognition using support vector machines
    Gordan, M
    Kotropoulos, C
    Pitas, I
    [J]. DSP 2002: 14TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2, 2002, : 1093 - 1096
  • [3] Mandarin Digits Speech Recognition Using Support Vector Machines
    谢湘
    匡镜明
    [J]. Journal of Beijing Institute of Technology, 2005, (01) : 9 - 12
  • [4] Convolutional support vector machines for speech recognition
    Passricha, Vishal
    Aggarwal, Rajesh Kumar
    [J]. INTERNATIONAL JOURNAL OF SPEECH TECHNOLOGY, 2019, 22 (03) : 601 - 609
  • [5] RECURRENT SUPPORT VECTOR MACHINES FOR SPEECH RECOGNITION
    Zhang, Shi-Xiong
    Zhao, Rui
    Liu, Chaojun
    Li, Jinyu
    Gong, Yifan
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 5885 - 5889
  • [6] Applications of support vector machines to speech recognition
    Ganapathiraju, A
    Hamaker, JE
    Picone, J
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2004, 52 (08) : 2348 - 2355
  • [7] Infinite Support Vector Machines in Speech Recognition
    Yang, Jingzhou
    van Dalen, Rogier C.
    Gales, Mark
    [J]. 14TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2013), VOLS 1-5, 2013, : 3302 - 3306
  • [8] An Application of Speech Recognition with Support Vector Machines
    Eray, Osman
    Tokat, Sezai
    Iplikci, Serdar
    [J]. 2018 6TH INTERNATIONAL SYMPOSIUM ON DIGITAL FORENSIC AND SECURITY (ISDFS), 2018, : 38 - 43
  • [9] Convolutional support vector machines for speech recognition
    Vishal Passricha
    Rajesh Kumar Aggarwal
    [J]. International Journal of Speech Technology, 2019, 22 : 601 - 609
  • [10] Speaker Recognition from Coded Speech Using Support Vector Machines
    Janicki, Artur
    Staroszczyk, Tomasz
    [J]. TEXT, SPEECH AND DIALOGUE, TSD 2011, 2011, 6836 : 291 - 298