A NEW DISCRIMINANT TECHNIQUE - BAYES-FISHER DISCRIMINATION

被引:2
|
作者
HUANG, XN [1 ]
LI, BB [1 ]
机构
[1] SHANGHAI JIAO TONG UNIV,INST SYST ENGN,SHANGHAI,PEOPLES R CHINA
关键词
BAYES DISCRIMINANT; FISHER DISCRIMINANT; PRIOR PROBABILITY; THRESHOLD VALUE; WEIGHTED REGRESSION;
D O I
10.2307/2532160
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In this paper, a new discriminant technique, called Bayes-Fisher (B-F) discrimination, is presented to deal with the discrimination problem involving k distinct populations when the prior probabilities p(i) of the k distinct populations G(i) (i = 1, ..., k) are known while the distributions of G(i) are unknown. The relationship between the B-F discriminant and other discriminants is investigated. It is shown that B-F discrimination is a reasonable extension from Fisher's when the prior probabilities are known. A practical example is given.
引用
收藏
页码:741 / 744
页数:4
相关论文
共 50 条
  • [31] Discrimination of healthy and osteoarthritic articular cartilage by Fourier transform infrared imaging and Fisher's discriminant analysis
    Mao, Zhi-Hua
    Yin, Jian-Hua
    Zhang, Xue-Xi
    Wang, Xiao
    Xia, Yang
    BIOMEDICAL OPTICS EXPRESS, 2016, 7 (02): : 448 - 453
  • [32] Bayes Optimal Kernel Discriminant Analysis
    You, Di
    Martinez, Aleix M.
    2010 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2010, : 3533 - 3538
  • [33] Boosting the Discriminant Power of Naive Bayes
    Wang, Shihe
    Ren, Jianfeng
    Lian, Xiaoyu
    Bai, Ruibin
    Jiang, Xudong
    2022 26TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2022, : 4906 - 4912
  • [34] Bayes optimality in linear discriminant analysis
    Hamsici, Onur C.
    Martinez, Aleix M.
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2008, 30 (04) : 647 - 657
  • [35] Bayes Discriminant Rules with Ordered Predictors
    Rueda, Cristina
    Fernandez, Miguel A.
    Salvador, Bonifacio
    JOURNAL OF CLASSIFICATION, 2009, 26 (02) : 201 - 225
  • [36] Bayes Discriminant Rules with Ordered Predictors
    Cristina Rueda
    Miguel A. Fernández
    Bonifacio Salvador
    Journal of Classification, 2009, 26 : 201 - 225
  • [37] Testing Fisher, Neyman, Pearson, and Bayes
    Christensen, R
    AMERICAN STATISTICIAN, 2005, 59 (02): : 121 - 126
  • [38] Intrinsic images by Fisher Linear Discriminant
    He, Qiang
    Chu, Chee-Hung Henry
    ADVANCES IN VISUAL COMPUTING, PROCEEDINGS, PT 2, 2007, 4842 : 349 - +
  • [39] Nonlinear Fisher discriminant using kernels
    Guttman, O
    Meir, R
    21ST IEEE CONVENTION OF THE ELECTRICAL AND ELECTRONIC ENGINEERS IN ISRAEL - IEEE PROCEEDINGS, 2000, : 257 - 260
  • [40] Sparse Kernel Fisher Discriminant Analysis
    Xing, HJ
    Yang, YJ
    Wang, Y
    Hu, BG
    ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 1, PROCEEDINGS, 2005, 3496 : 824 - 830