Comparison of Imputation Strategies in FNM-based and RFCM-based Fuzzy Co-Clustering

被引:0
|
作者
Kanzawa, Yuchi [1 ]
机构
[1] Shibaura Inst Technol, Tokyo 1358548, Japan
关键词
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
In this paper, some imputation strategies are compared in the point that the block diagonal part of the augmented dissimilarity matrix must be filled in for FNM-based and RFCM-based fuzzy co-clustering by entropy regularization, By numerical experiment, the eRFCM-based method with the minimax version of the strategy of the triangle inequality-based approximation and with higher fuzzifier parameter setting achieves the higher value of the normalized mutual information than others.
引用
收藏
页码:1988 / 1993
页数:6
相关论文
共 50 条
  • [21] A heuristic-based fuzzy co-clustering algorithm for categorization of high-dimensional data
    Tjhi, William-Chandra
    Chen, Lihui
    [J]. FUZZY SETS AND SYSTEMS, 2008, 159 (04) : 371 - 389
  • [22] Fast parameterless prototype-based co-clustering
    Elena Battaglia
    Federico Peiretti
    Ruggero G. Pensa
    [J]. Machine Learning, 2024, 113 : 2153 - 2181
  • [23] A Comparative Study on Three-mode Fuzzy Co-clustering Based on Co-occurrence Aggregation Criteria
    Honda, Katsuhiro
    Hayashi, Issei
    Ubukata, Seiki
    Notsu, Akira
    [J]. 2020 INTERNATIONAL SYMPOSIUM ON COMMUNITY-CENTRIC SYSTEMS (CCS), 2020,
  • [24] Consolidation strategies based on fuzzy clustering
    Hsu, YT
    Liu, MC
    Hung, HF
    Huang, CT
    Wu, DL
    [J]. Proceedings of the 8th Joint Conference on Information Sciences, Vols 1-3, 2005, : 1142 - 1145
  • [25] An Imputation-Based Method for Fuzzy Clustering of Incomplete Data
    Soni, S.
    Sharma, I.
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), 2017, : 616 - 621
  • [26] Knowledge-Supervised Learning by Co-clustering Based Approach
    Zhang, Congle
    Xing, Dikan
    [J]. SEVENTH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, 2008, : 773 - 776
  • [27] A Heuristic-Based Model for MMMs-Induced Fuzzy Co-Clustering with Dual Exclusive Partition
    Honda, Katsuhiro
    Hakui, Yoshiki
    Ubukata, Seiki
    Notsu, Akira
    [J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2020, 24 (01) : 40 - 47
  • [28] Exclusive Condition on Item Partition in Fuzzy Co-clustering Based on K-L Information Regularization
    Honda, Katsuhiro
    Oh, Chi-Hyon
    Notsu, Akira
    [J]. 2014 JOINT 7TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND INTELLIGENT SYSTEMS (SCIS) AND 15TH INTERNATIONAL SYMPOSIUM ON ADVANCED INTELLIGENT SYSTEMS (ISIS), 2014, : 1413 - 1417
  • [29] Bird species recognition using spiking neural network along with distance based fuzzy co-clustering
    Mohanty R.
    Bhuyan H.K.
    Pani S.K.
    Ravi V.
    Krichen M.
    [J]. International Journal of Speech Technology, 2023, 26 (03) : 681 - 694
  • [30] Co-clustering based classification of multi-view data
    Syed Fawad Hussain
    Mohsin Khan
    Imran Siddiqi
    [J]. Applied Intelligence, 2022, 52 : 14756 - 14772