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
  • [41] Kernel nonnegative representation-based classifier
    Zhou, Jianhang
    Zeng, Shaoning
    Zhang, Bob
    APPLIED INTELLIGENCE, 2022, 52 (02) : 2269 - 2289
  • [42] AUTOMATIC VOICE ACTIVITY DETECTION USING FUZZY-NEURO CLASSIFIER
    Mohammed, Suhaila N.
    Hassan, Alia K.
    JOURNAL OF ENGINEERING SCIENCE AND TECHNOLOGY, 2020, 15 (05): : 2854 - 2870
  • [43] Classifier Based Early Detection of Pathological Voice
    Islam, Rumana
    Tarique, Mohammed
    2019 IEEE 19TH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY (ISSPIT 2019), 2019,
  • [44] A Biometric Identification System with Kernel SVM and Feature-level Fusion
    Soviany, Sorin
    Puscoci, Sorin
    Sandulescu, Virginia
    PROCEEDINGS OF THE 2020 12TH INTERNATIONAL CONFERENCE ON ELECTRONICS, COMPUTERS AND ARTIFICIAL INTELLIGENCE (ECAI-2020), 2020,
  • [45] Voice Biometric System
    Lupu, E.
    Cioban, M.
    INTERNATIONAL CONFERENCE ON ADVANCEMENTS OF MEDICINE AND HEALTH CARE THROUGH TECHNOLOGY, 2009, 26 : 239 - 242
  • [46] Biometric System Based on Voice Recognition Using Multiclassifiers
    Chenafa, Mohamed
    Istrate, Dan
    Vrabie, Valeriu
    Herbin, Michel
    BIOMETRICS AND IDENTITY MANAGEMENT, 2008, 5372 : 206 - +
  • [47] Apache Spark Implementation of the Distance-Based Kernel-Based Fuzzy C-Means Clustering Classifier
    Jedrzejowicz, Joanna
    Jedrzejowicz, Piotr
    Wierzbowska, Izabela
    INTELLIGENT DECISION TECHNOLOGIES 2016, PT I, 2016, 56 : 317 - 324
  • [48] Biometric-Based Key Generation and User Authentication Using Voice Password Images and Neural Fuzzy Extractor
    Sulavko, Alexey
    Panfilova, Irina
    Inivatov, Daniil
    Lozhnikov, Pavel
    Vulfin, Alexey
    Samotuga, Alexander
    APPLIED SYSTEM INNOVATION, 2025, 8 (01)
  • [49] Multimodal Biometric Authentication based on Voice, Face and Iris
    Barbu, Tudor
    Ciobanu, Adrian
    Luca, Mihaela
    2015 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2015,
  • [50] Keystroke dynamics based biometric authentication: A hybrid classifier approach
    Dwivedi, Chaitanya
    Kalra, Divyanshu
    Naidu, Divesh
    Aggarwal, Swati
    2018 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI), 2018, : 266 - 273