Rough multi-category decision theoretic framework

被引:0
|
作者
Lingras, Pawan [1 ]
Chen, Min [1 ,2 ]
Miao, Duoqian [2 ]
机构
[1] St Marys Univ, Dept Math & Comp Sci, Halifax, NS B3H 3C3, Canada
[2] Shanghai Univ, Sch Elect & Informat Engn, Shanghai 201804, Peoples R China
来源
基金
加拿大自然科学与工程研究理事会;
关键词
rough sets; web usage mining; rough approximation; k-means cluster algorithm;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Decision theoretic framework has been helpful in providing a better understanding of classification models. In particular, decision theoretic interpretations of different types of the binary rough set classification model have led to the refinement of these models. This study extends the decision theoretic rough set model to supervised and unsupervised multi-category problems. The proposed framework can be used to study the multi-classification and clustering problems within the context of rough set theory.
引用
收藏
页码:676 / +
页数:2
相关论文
共 50 条
  • [41] Stopping rules for multi-category computerized classification testing
    Wang, Chun
    Chen, Ping
    Huebner, Alan
    BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 2021, 74 (02): : 184 - 202
  • [42] Multi-granulation fuzzy decision-theoretic rough sets and bipolar-valued fuzzy decision-theoretic rough sets and their applications
    Mandal, Prasenjit
    Ranadive, A. S.
    GRANULAR COMPUTING, 2019, 4 (03) : 483 - 509
  • [43] An Optimized YOLOv11 Framework for the Efficient Multi-Category Defect Detection of Concrete Surface
    Tian, Zhuang
    Yang, Fan
    Yang, Lei
    Wu, Yunjie
    Chen, Jiaying
    Qian, Peng
    SENSORS, 2025, 25 (05)
  • [44] Decision application mechanism of regression analysis of multi-category learning behaviors in interactive learning environment
    Xia, Xiaona
    INTERACTIVE LEARNING ENVIRONMENTS, 2023, 31 (05) : 3042 - 3054
  • [45] GroupPlate: Toward Multi-Category License Plate Recognition
    Gao, Yilin
    Lu, Hengjie
    Mu, Shiyi
    Xu, Shugong
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2023, 24 (05) : 5586 - 5599
  • [46] Multi-Category Mesh Reconstruction From Image Collections
    Simoni, Alessandro
    Pini, Stefano
    Vezzani, Roberto
    Cucchiara, Rita
    2021 INTERNATIONAL CONFERENCE ON 3D VISION (3DV 2021), 2021, : 1321 - 1330
  • [47] An accurate and efficient multi-category edge detection method
    Wang, Luyang
    Shen, Yuan
    Liu, Houde
    Guo, Zhenhua
    COGNITIVE SYSTEMS RESEARCH, 2019, 58 : 160 - 172
  • [48] Customer loyalty segmentation based on multi-category SVM
    Zou, Peng
    Yu, Bo
    Journal of Computational Information Systems, 2011, 7 (02): : 403 - 410
  • [49] Multi-category assortment planning problem and an application in Turkey
    Angün, Ebru
    Journal of the Faculty of Engineering and Architecture of Gazi University, 2019, 34 (01): : 381 - 392
  • [50] Evaluation of common bean accesses with multi-category variables
    de Albuquerque, Amanda Nogueira
    Aparecido Barelli, Marco Antonio
    Neves, Leonarda Grillo
    Arantes, Vinicius Ribeiro
    Miranda da Silva, Kleberson Luiz
    ACTA SCIENTIARUM-AGRONOMY, 2011, 33 (04): : 627 - 632