Class-specific feature sets in classification

被引:0
|
作者
Bagenstoss, PM [1 ]
机构
[1] USN, Undersea Warfare Ctr, Newport, RI 02841 USA
关键词
classification; class-specific features; sufficiency;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this correspondence, we present a new approach to the design of probabilistic classifiers that circumvents the dimensionality problem. Rather than working with a common high-dimensional feature set, the classifier is written in terms of likelihood ratios with respect to a common class using sufficient statistics chosen specifically for each class.
引用
收藏
页码:3428 / 3432
页数:5
相关论文
共 50 条
  • [1] Class-specific feature sets in classification
    Baggenstoss, PM
    [J]. JOINT CONFERENCE ON THE SCIENCE AND TECHNOLOGY OF INTELLIGENT SYSTEMS, 1998, : 413 - 416
  • [2] Sufficiency classification, and the class-specific feature theorem
    Kay, S
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2000, 46 (04) : 1654 - 1658
  • [3] Class-Specific Guided Local Feature Selection for Data Classification
    Qian, Youcheng
    [J]. 2019 IEEE 4TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND BIG DATA ANALYSIS (ICCCBDA), 2019, : 645 - 649
  • [4] A Class-specific Ensemble Feature Selection Approach for Classification Problems
    Soares, Caio
    Williams, Philicity
    Gilbert, Juan E.
    Dozier, Gerry
    [J]. PROCEEDINGS OF THE 48TH ANNUAL SOUTHEAST REGIONAL CONFERENCE (ACM SE 10), 2010, : 174 - 179
  • [5] Methods for pattern selection, class-specific feature selection and classification for automated learning
    Roy, Asim
    Mackin, Patrick D.
    Mukhopadhyay, Somnath
    [J]. NEURAL NETWORKS, 2013, 41 : 113 - 129
  • [6] Taking Advantage of Class-Specific Feature Selection
    Pineda-Bautista, Barbara B.
    Ariel Carrasco-Ochoa, Jesus
    Fco Martinez-Trinidad, Jose
    [J]. INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING, PROCEEDINGS, 2009, 5788 : 1 - 8
  • [7] General framework for class-specific feature selection
    Pineda-Bautista, Barbara B.
    Carrasco-Ochoa, J. A.
    Fco Martinez-Trinidad, J.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (08) : 10018 - 10024
  • [8] Class-specific mutual information variation for feature selection
    Gao, Wanfu
    Hu, Liang
    Zhang, Ping
    [J]. PATTERN RECOGNITION, 2018, 79 : 328 - 339
  • [9] Class-specific feature polynomial classifier for pattern classification and its application to handwritten numeral recognition
    Liu, CL
    Sako, H
    [J]. PATTERN RECOGNITION, 2006, 39 (04) : 669 - 681
  • [10] Mining for class-specific motifs in protein sequence classification
    Satish M Srinivasan
    Suleyman Vural
    Brian R King
    Chittibabu Guda
    [J]. BMC Bioinformatics, 14