Fuzzy Relational Self-Organizing Maps

被引：0
|
作者：
Khalilia, Mohammed [1 ]
Popescu, Mihail [1 ]
机构：
[1] Univ Missouri, Columbia, MO 65211 USA
来源：
2012 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE) | 2012年
关键词：
Fuzzy relational self-organizing maps; self organizing maps; relational data; clustering; fuzzy sets; C-MEANS;
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 we propose a novel fuzzy relational self-organizing map algorithm (FRSOM) that can be used to map a set of n objects described by pairwise dissimilarity values to a two dimensional lattice structure. FRSOM generates a fuzzy membership matrix replacing the crisp best-matching unit matrix in the regular relational SOM (RSOM). We found that FRSOM discovers hard to find substructures in the data that present a challenge to the crisp relational SOM. Furthermore, we observed a triple relationship that seems to exist among the number of data points in the training data, map size and the fuzzifier m. We compare FRSOM and RSOM using several synthetic datasets.
引用
收藏
页数：6
相关论文
共 50 条
  • [41] Self-Organizing Maps with supervised layer
    Platon, Ludovic
    Zehraoui, Farida
    Tahi, Fariza
    2017 12TH INTERNATIONAL WORKSHOP ON SELF-ORGANIZING MAPS AND LEARNING VECTOR QUANTIZATION, CLUSTERING AND DATA VISUALIZATION (WSOM), 2017, : 161 - 168
  • [42] Fault tolerance of self-organizing maps
    Girau, Bernard
    Torres-Huitzil, Cesar
    NEURAL COMPUTING & APPLICATIONS, 2020, 32 (24): : 17977 - 17993
  • [43] Self-organizing maps for representing structures
    Farkas, I
    STATE OF THE ART IN COMPUTATIONAL INTELLIGENCE, 2000, : 27 - 32
  • [44] Hyperparameter selection for self-organizing maps
    Neural Comput, 3 (623):
  • [45] Incremental learning with self-organizing maps
    Gepperth, Alexander
    Karaoguz, Cem
    2017 12TH INTERNATIONAL WORKSHOP ON SELF-ORGANIZING MAPS AND LEARNING VECTOR QUANTIZATION, CLUSTERING AND DATA VISUALIZATION (WSOM), 2017, : 153 - 160
  • [46] Self-organizing maps for texture classification
    Nedyalko Petrov
    Antoniya Georgieva
    Ivan Jordanov
    Neural Computing and Applications, 2013, 22 : 1499 - 1508
  • [47] Self-organizing maps with refractory period
    Neme, Antonio
    Mireles, Victor
    ARTIFICIAL NEURAL NETWORKS - ICANN 2007, PT 2, PROCEEDINGS, 2007, 4669 : 369 - +
  • [48] ON THE ORDERING CONDITIONS FOR SELF-ORGANIZING MAPS
    BUDINICH, M
    TAYLOR, JG
    NEURAL COMPUTATION, 1995, 7 (02) : 284 - 289
  • [49] A NOTE ON SELF-ORGANIZING SEMANTIC MAPS
    BEZDEK, JC
    PAL, NR
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1995, 6 (05): : 1029 - 1036
  • [50] SELF-ORGANIZING MAPS FOR INTERNAL REPRESENTATIONS
    RITTER, H
    PSYCHOLOGICAL RESEARCH-PSYCHOLOGISCHE FORSCHUNG, 1990, 52 (2-3): : 128 - 136
12345