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
  • [21] Biometric identification by means of hand geometry and a neural net classifier
    Faundez-Zanuy, M
    Mérida, GMN
    COMPUTATIONAL INTELLIGENCE AND BIOINSPIRED SYSTEMS, PROCEEDINGS, 2005, 3512 : 1172 - 1179
  • [22] A texture-based neural network classifier for biometric identification using ocular surface vasculature
    Derakhshani, Reza
    Ross, Arun
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 2987 - +
  • [23] Speaker identification and verification based on cepstral features and fuzzy nonlinear classifier
    Dustor, A.
    Proceedings of the International Conference Mixed Design of Integrated Circuits and Systems, 2006, : 692 - 697
  • [24] An intuitionistic fuzzy kernel ridge regression classifier for binary classification
    Hazarika, Barenya Bikash
    Gupta, Deepak
    Borah, Parashjyoti
    APPLIED SOFT COMPUTING, 2021, 112
  • [25] Using Hierarchical Time Series Clustering Algorithm and Wavelet Classifier for Biometric Voice Classification
    Fong, Simon
    JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY, 2012,
  • [26] GABC based neuro-fuzzy classifier with multi kernel segmentation for satellite image classification
    Ankayarkanni, B.
    Leni, A. Ezil Sam
    BIOMEDICAL RESEARCH-INDIA, 2016, 27 : S158 - S165
  • [27] Online Learning Classifier based Behavioral Biometric Authentication
    Cai, Yi
    Jiang, Haotian
    Chen, Diliang
    Huang, Ming-Chun
    2018 IEEE 15TH INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS (BHI) AND THE WEARABLE AND IMPLANTABLE BODY SENSOR NETWORKS (BSN), 2018, : 62 - 65
  • [28] Genetic fuzzy classifier for sleep stage identification
    Jo, Han G.
    Park, Jin Y.
    Lee, Chung K.
    An, Suk K.
    Yoo, Sun K.
    COMPUTERS IN BIOLOGY AND MEDICINE, 2010, 40 (07) : 629 - 634
  • [29] Fuzzy classifier based on fuzzy decision tree
    Levashenko, Vitaly
    Zaitseva, Elena
    Puuronen, Seppo
    EUROCON 2007: THE INTERNATIONAL CONFERENCE ON COMPUTER AS A TOOL, VOLS 1-6, 2007, : 2325 - 2329
  • [30] Dynamic modular fuzzy neural classifier with tree-based structure identification
    Pertselakis, Minas
    Stafylopatis, Andreas
    NEUROCOMPUTING, 2008, 71 (4-6) : 801 - 812