VECTOR QUANTIZATION TECHNIQUE FOR NONPARAMETRIC CLASSIFIER DESIGN

被引：47
|
作者：
XIE, QB
LASZLO, CA
WARD, RK
机构：
[1] Department of Electrical Engineering, University of British Columbia, Vancouver
来源：
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE | 1993年 / 15卷 / 12期
关键词：
CONDENSING ALGORITHMS; DATA REDUCTION; KAPPA-NEAREST-NEIGHBOR (KAPPA-NN) CLASSIFIER; NONPARAMETRIC CLASSIFICATION; PARZEN KERNEL CLASSIFIER; VECTOR QUANTIZATION;
D O I：
10.1109/34.250849
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
An effective data reduction technique based on vector quantization is introduced for nonparametric classifier design. Two new nonparametric classifiers are developed, and their performance is evaluated using various examples. The new methods maintain a classification accuracy that is competitive with that of classical methods but, at the same time, yields very high data reduction rates.
引用
收藏
页码：1326 / 1330
页数：5
相关论文
共 50 条
  • [1] Nonparametric classifier design using greedy tree-structured vector quantization technique
    Hwang, WJ
    Ye, BY
    Lai, LY
    PATTERN RECOGNITION LETTERS, 1997, 18 (05) : 409 - 414
  • [2] A vector quantization method for nearest neighbor classifier design
    Yen, CW
    Young, CN
    Nagurka, ML
    PATTERN RECOGNITION LETTERS, 2004, 25 (06) : 725 - 731
  • [3] Predictive classifier for image vector quantization
    Tai, SC
    Wu, YG
    Kuo, IS
    OPTICAL ENGINEERING, 2000, 39 (09) : 2372 - 2380
  • [4] Object detection with a nearest neighbor classifier based on residual vector quantization
    Barnes, CF
    TERRORISM AND COUNTERTERRORISM METHODS AND TECHNOLOGIES, 1997, 2933 : 77 - 85
  • [5] IMPLEMENTATION OF A VECTOR QUANTIZATION CODEBOOK DESIGN TECHNIQUE BASED ON A COMPETITIVE LEARNING ARTIFICIAL NEURAL NETWORK
    AHALT, SC
    CHEN, PK
    CHOU, CT
    JUNG, TP
    JOURNAL OF SUPERCOMPUTING, 1992, 5 (04): : 307 - 330
  • [6] Quantization for nonparametric regression
    Gyoerfi, Laszlo
    Wegkamp, Marten
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2008, 54 (02) : 867 - 874
  • [7] Sea mine detection with a nearest neighbor classifier based on residual vector quantization
    Barnes, CF
    DETECTION AND REMEDIATION TECHNOLOGIES FOR MINES AND MINELIKE TARGETS, 1996, 2765 : 167 - 178
  • [8] GENETIC ALGORITHM FOR CODEBOOK DESIGN IN VECTOR QUANTIZATION
    DELPORT, V
    KOSCHORRECK, M
    ELECTRONICS LETTERS, 1995, 31 (02) : 84 - 85
  • [9] A general codebook design method for vector quantization
    Rui Li
    Zhibin Pan
    Yang Wang
    Multimedia Tools and Applications, 2018, 77 : 23803 - 23823
  • [10] An image watermarking technique based on classified vector quantization
    Jiang, SD
    Wang, Q
    Lu, ZM
    Xu, DG
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL XV, PROCEEDINGS: COMMUNICATION, CONTROL, SIGNAL AND OPTICS, TECHNOLOGIES AND APPLICATIONS, 2003, : 153 - 156
12345