Texture classification using kernel logistic regression

被引:0
|
作者
Tambo, Asongu L. [1 ]
Mistry, Rajan B. [1 ]
Campbell, Jonathan M. [1 ]
Chan, Sherwin R. [1 ]
Hang, Xiyi [1 ]
机构
[1] Calif State Univ Northridge, Dept Elect & Comp Engn, Northridge, CA 93063 USA
关键词
texture; classification; machine learning; kernel logistic regression; support vector machine;
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
This paper investigates the application of Kernel Logistic Regression (KLR) in texture classification. Stationary wavelet transform is used for feature extraction. The numerical experiment shows that when it comes to texture classification, KLR is comparable to popular support vector machine (SVM).
引用
收藏
页码:259 / 262
页数:4
相关论文
共 50 条
  • [21] Extroversion Text Classification Model Using Logistic Regression
    Peetaneelavat, Sakolwan
    Boonsiri, Somjai
    INTERNATIONAL JOURNAL OF MATHEMATICS AND COMPUTER SCIENCE, 2022, 17 (04): : 1553 - 1561
  • [22] A parallel learning algorithm for kernel logistic regression by using fenchel duality
    Ding P.
    Qing X.-Y.
    Wang X.-Y.
    Zidonghua Xuebao/Acta Automatica Sinica, 2011, 37 (09): : 1145 - 1151
  • [23] Projection of Land Use Change Patterns using Kernel Logistic Regression
    Wu, Bo
    Huang, Bo
    Fung, Tung
    PHOTOGRAMMETRIC ENGINEERING AND REMOTE SENSING, 2009, 75 (08): : 971 - 979
  • [24] Robust Logistic Regression and Classification
    Feng, Jiashi
    Xu, Huan
    Mannor, Shie
    Yan, Shuicheng
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 27 (NIPS 2014), 2014, 27
  • [25] Texture classification and retrieval using shearlets and linear regression
    Information Engineering College, Henan University of Science and Technology, Luoyang
    471023, China
    不详
    710119, China
    不详
    100871, China
    IEEE Trans. Cybern., 3 (358-369):
  • [26] Texture Classification and Retrieval Using Shearlets and Linear Regression
    Dong, Yongsheng
    Tao, Dacheng
    Li, Xuelong
    Ma, Jinwen
    Pu, Jiexin
    IEEE TRANSACTIONS ON CYBERNETICS, 2015, 45 (03) : 358 - 369
  • [27] A Fast Dual Algorithm for Kernel Logistic Regression
    S. S. Keerthi
    K. B. Duan
    S. K. Shevade
    A. N. Poo
    Machine Learning, 2005, 61 : 151 - 165
  • [28] Kernel logistic regression and the import vector machine
    Zhu, J
    Hastie, T
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 14, VOLS 1 AND 2, 2002, 14 : 1081 - 1088
  • [29] Kernel logistic regression and the import vector machine
    Zhu, J
    Hastie, T
    JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, 2005, 14 (01) : 185 - 205
  • [30] Efficient model selection for kernel logistic regression
    Cawley, GC
    Talbot, NLC
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 439 - 442