Cost-Sensitive Techniques for Fuzzy Rule-Based Pattern Classification

被引：0
|
作者：
Nakashima, Tomoharu [1 ]
Shoji, Yukio [1 ]
Schaefer, Gerald [2 ]
机构：
[1] Osaka Prefecture Univ, Osaka, Japan
[2] Aston Univ, Birmingham B4 7ET, West Midlands, England
来源：
2008 WORLD AUTOMATION CONGRESS PROCEEDINGS, VOLS 1-3 | 2008年
关键词：
Classification cost; Data mining; Fuzzy rule-based systems; Pattern classification;
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 surveys cost-sensitive fuzzy rule-based systems for pattern classification. Weighted training patterns are used to construct cost-sensitive fuzzy rule-based systems. A fuzzy classification system is constructed from a given set of training patterns. It is assumed that a weight is assigned to each training pattern a priori. The weight of training patterns can be determined based on their distribution. We show an example of weight assignment for a two-dimensional problem.
引用
收藏
页码：191 / +
页数：2
相关论文
共 50 条
  • [31] Hybrid fuzzy rule-based classification (Invited Paper)
    Schaefer, Gerald
    [J]. 13TH INTERNATIONAL SYMPOSIUM ON SYMBOLIC AND NUMERIC ALGORITHMS FOR SCIENTIFIC COMPUTING (SYNASC 2011), 2012, : 13 - 15
  • [32] Application of the Sugeno Integral in Fuzzy Rule-Based Classification
    Wieczynski, Jonata
    Lucca, Giancarlo
    Borges, Eduardo
    Dimuro, Gracaliz
    [J]. INTELLIGENT SYSTEMS, PT I, 2022, 13653 : 209 - 220
  • [33] A fuzzy rule-based system for ensembling classification systems
    Nakashima, T
    Nakai, G
    Ishibuchi, H
    [J]. PROCEEDINGS OF THE 2002 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOL 1 & 2, 2002, : 1432 - 1437
  • [34] FUZZY RULE-BASED CLASSIFICATION OF ATMOSPHERIC CIRCULATION PATTERNS
    BARDOSSY, A
    DUCKSTEIN, L
    BOGARDI, I
    [J]. INTERNATIONAL JOURNAL OF CLIMATOLOGY, 1995, 15 (10) : 1087 - 1097
  • [35] Fuzzy Rule-Based Classification with Hypersphere Information Granules
    Fu, Chen
    Lu, Wei
    [J]. FUZZY TECHNIQUES: THEORY AND APPLICATIONS, 2019, 1000 : 258 - 269
  • [36] Evolutionary Fuzzy Rule-Based Methods for Monotonic Classification
    Alcala-Fdez, Jesus
    Alcala, Rafael
    Gonzalez, Sergio
    Nojima, Yusuke
    Garcia, Salvador
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2017, 25 (06) : 1376 - 1390
  • [37] Cost-sensitive classification with respect to waiting cost
    Zhang, Shichao
    [J]. KNOWLEDGE-BASED SYSTEMS, 2010, 23 (05) : 369 - 378
  • [38] Active Learning for Cost-Sensitive Classification
    Krishnamurthy, Akshay
    Agarwal, Alekh
    Huang, Tzu-Kuo
    Daume, Hal, III
    Langford, John
    [J]. INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 70, 2017, 70
  • [39] Active Learning for Cost-Sensitive Classification
    Krishnamurthy, Akshay
    Agarwal, Alekh
    Huang, Tzu-Kuo
    Daume, Hal, III
    Langford, John
    [J]. JOURNAL OF MACHINE LEARNING RESEARCH, 2019, 20
  • [40] From Fuzzy Clustering to a Fuzzy Rule-Based Fault Classification Model
    Enrico Zio
    Piero Baraldi
    Irina Crenguta Popescu
    [J]. International Journal of Computational Intelligence Systems, 2008, 1 : 60 - 76
12345