Biometric Voice Identification Based on Fuzzy Kernel Classifier

被引：0
|
作者：
Dustor, Adam [1 ]
Klosowski, Piotr [1 ]
机构：
[1] Silesian Tech Univ, Inst Elect, Gliwice, Poland
来源：
COMPUTER NETWORKS, CN 2013 | 2013年 / 370卷
关键词：
biometrics; security; speaker identification; voice identification;
D O I：
暂无
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper presents research on automatic speaker identification based on structural risk minimization and kernel functions. New approach, known as a Fuzzy Kernel Ho-Kashyap classifier FKHK, to speaker identification was applied. Instead of the most popular kernel functions like gaussian or polynomial, data dependent kernel matrix which may be interpreted in terms of linguistic values from the premises of if-then rules was applied. Classifier was tested on polish speech corpora ROBOT and obtained results were discussed.
引用
收藏
页码：456 / 465
页数：10
相关论文
共 50 条
  • [31] An Adaptive Fuzzy Multimodal Biometric System for Identification and Verification
    Ghayoumi, Mehdi
    Ghazinour, Kambiz
    2015 IEEE/ACIS 14TH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION SCIENCE (ICIS), 2015, : 137 - 141
  • [32] Kernel Sparse Representation-Based Classifier
    Zhang, Li
    Zhou, Wei-Da
    Chang, Pei-Chann
    Liu, Jing
    Yan, Zhe
    Wang, Ting
    Li, Fan-Zhang
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (04) : 1684 - 1695
  • [33] Kernel Local Sparse Representation Based Classifier
    Qian Liu
    Neural Processing Letters, 2016, 43 : 85 - 95
  • [34] Kernel nonnegative representation-based classifier
    Jianhang Zhou
    Shaoning Zeng
    Bob Zhang
    Applied Intelligence, 2022, 52 : 2269 - 2289
  • [35] A kernel-based classifier on a Riemannian manifold
    Loubes, Jean-Michel
    Pelletier, Bruno
    STATISTICS & RISK MODELING, 2008, 26 (01) : 35 - 51
  • [36] Kernel-based classifier for iris recognition
    Shao, Shuai
    Xie, Mei
    2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 2432 - +
  • [37] Condition Monitoring based on Kernel Classifier Ensembles
    Mendel, Eduardo
    Varejao, Flavio M.
    Rauber, Thomas W.
    Batista, Rodrigo J.
    2011 9TH IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL INFORMATICS (INDIN), 2011,
  • [38] ACIK : Association classifier based on itemset kernel
    Zhang, Yang
    Liu, Yongge
    Jing, Xu
    Yan, Jianfeng
    NEW TRENDS IN APPLIED ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2007, 4570 : 865 - +
  • [39] Kernel-based decision cluster classifier
    Sun, Zhaocai
    Liu, Zhi
    Li, Yan
    Su, Hanjing
    ICIC Express Letters, 2010, 4 (04): : 1223 - 1229
  • [40] Kernel Local Sparse Representation Based Classifier
    Liu, Qian
    NEURAL PROCESSING LETTERS, 2016, 43 (01) : 85 - 95
12345