Efficient VLSI Architecture for Fuzzy C-Means Clustering in Reconfigurable Hardware

被引:3
|
作者
Li, Hui-Ya [1 ]
Yang, Cheng-Tsun [1 ]
Hwang, Wen-Jyi [1 ]
机构
[1] Natl Taiwan Normal Univ, Dept Comp Sci & Informat Engn, Taipei 116, Taiwan
来源
FCST 2009: PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON FRONTIER OF COMPUTER SCIENCE AND TECHNOLOGY | 2009年
关键词
FPGA; reconfigurable computing; data clustering; fuzzy system; system on programmable chip;
D O I
10.1109/FCST.2009.43
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A cost-effective parallel VLSI architecture for fuzzy c-means clustering is presented. The architecture reduces the area cost and computational complexity for membership coefficients and centroid computation by employing lookup table based dividers. The usual iterative operations fur updating the membership matrix and cluster centroid are merged into one single updating process to evade the large storage requirement. Experimental results show that the proposed solution is cm effective alternative for cluster analysis with low computational cost and high performance.
引用
收藏
页码:168 / 174
页数:7
相关论文
共 50 条
  • [41] On tolerant fuzzy c-means clustering and tolerant possibilistic clustering
    Yukihiro Hamasuna
    Yasunori Endo
    Sadaaki Miyamoto
    Soft Computing, 2010, 14 : 487 - 494
  • [42] Measuring the congruence of fuzzy partitions in fuzzy c-means clustering
    Suleman, Abdul
    APPLIED SOFT COMPUTING, 2017, 52 : 1285 - 1295
  • [43] A weighted fuzzy c-means clustering model for fuzzy data
    D'Urso, P
    Giordani, P
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2006, 50 (06) : 1496 - 1523
  • [44] Generalized Ordered Intuitionistic Fuzzy C-Means Clustering Algorithm Based on PROMETHEE and Intuitionistic Fuzzy C-Means
    Bashir, Muhammad Adnan
    Rashid, Tabasam
    Bashir, Muhammad Salman
    INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 2023, 2023
  • [45] Unsupervised Multiview Fuzzy C-Means Clustering Algorithm
    Hussain, Ishtiaq
    Sinaga, Kristina P.
    Yang, Miin-Shen
    ELECTRONICS, 2023, 12 (21)
  • [46] Weighted Intuitionistic Fuzzy C-Means Clustering Algorithms
    Kaushal, Meenakshi
    Lohani, Q. M. Danish
    Castillo, Oscar
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2024, 26 (03) : 943 - 977
  • [47] Optimizing parameters of fuzzy c-means clustering algorithm
    Liu, Yongchao
    Zhang, Yunjie
    FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 1, PROCEEDINGS, 2007, : 633 - 638
  • [48] Fuzzy c-means clustering with prior biological knowledge
    Tari, Luis
    Baral, Chitta
    Kim, Seungchan
    JOURNAL OF BIOMEDICAL INFORMATICS, 2009, 42 (01) : 74 - 81
  • [49] Kernelized fuzzy attribute C-means clustering algorithm
    Liu, Jingwei
    Xu, Meizhi
    FUZZY SETS AND SYSTEMS, 2008, 159 (18) : 2428 - 2445
  • [50] A new validity index of fuzzy c-means clustering
    Zhang, Xin-bo
    Jiang, Li
    2009 INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS, VOL 2, PROCEEDINGS, 2009, : 218 - 221