Fuzzy clustering with partial supervision

被引：245
|
作者：
Pedrycz, W [1 ]
Waletzky, J [1 ]
机构：
[1] MPR TELTECH LTD,BURNABY,BC V5A 4B5,CANADA
来源：
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS | 1997年 / 27卷 / 05期
基金：
加拿大自然科学与工程研究理事会;
关键词：
complete and incomplete class assignment; fuzzy C-means; fuzzy clustering; FUZZY ISODATA; objective function; partial supervision; software reusability;
D O I：
10.1109/3477.623232
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Presented here is a problem of fuzzy clustering with partial supervision, i.e., unsupervised learning completed in the presence of some labeled patterns, The classification information is incorporated additively as a part of an objective function utilized in the standard FUZZY ISODATA, The algorithms proposed in the paper embrace two specific learning scenarios of complete and incomplete class assignment of the labeled patterns, Numerical examples including both synthetic and real-world data arising in the realm of software engineering are also provided.
引用
收藏
页码：787 / 795
页数：9
相关论文
共 50 条
  • [1] ALGORITHMS OF FUZZY CLUSTERING WITH PARTIAL SUPERVISION
    PEDRYCZ, W
    [J]. PATTERN RECOGNITION LETTERS, 1985, 3 (01) : 13 - 20
  • [2] Enhancement of fuzzy clustering by mechanisms of partial supervision
    Bouchachia, Abdelhamid
    Pedrycz, Witold
    [J]. FUZZY SETS AND SYSTEMS, 2006, 157 (13) : 1733 - 1759
  • [3] An adaptive isodata fuzzy clustering algorithm with partial supervision
    Macario, Valmir
    de Carvalho, Francisco de A. T.
    [J]. PROCEEDINGS 2012 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2012, : 1978 - 1983
  • [4] Fuzzy Clustering With Partial Supervision in Organization and Classification of Digital Images
    Pedrycz, Witold
    Amato, Alberto
    Di Lecce, Vincenzo
    Piuri, Vincenzo
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2008, 16 (04) : 1008 - 1026
  • [5] Fuzzy clustering with supervision
    Pedrycz, W
    Vukovich, G
    [J]. PATTERN RECOGNITION, 2004, 37 (07) : 1339 - 1349
  • [6] A Study on Fuzzy Co-clustering with Partial Supervision and Virtual Samples
    Tanaka, Daiji
    Honda, Katsuhiro
    Ubukata, Seiki
    Notsu, Akira
    [J]. 2015 CONFERENCE ON TECHNOLOGIES AND APPLICATIONS OF ARTIFICIAL INTELLIGENCE (TAAI), 2015, : 408 - 411
  • [7] Explainable Impact of Partial Supervision in Semi-Supervised Fuzzy Clustering
    Kmita, Kamil
    Kaczmarek-Majer, Katarzyna
    Hryniewicz, Olgierd
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (05) : 3189 - 3198
  • [8] On Evidential Clustering with Partial Supervision
    Antoine, Violaine
    Gravouil, Kevin
    Labroche, Nicolas
    [J]. BELIEF FUNCTIONS: THEORY AND APPLICATIONS, BELIEF 2018, 2018, 11069 : 14 - 21
  • [9] Granular Clustering with partial supervision
    Bargiela, A
    Pedrycz, W
    [J]. MODELLING AND SIMULATION 2001, 2001, : 113 - 120
  • [10] Data clustering with partial supervision
    Bouchachia, A
    Pedrycz, W
    [J]. DATA MINING AND KNOWLEDGE DISCOVERY, 2006, 12 (01) : 47 - 78
12345