An Improved K-means Algorithm Based on Weighted Euclidean Distance

被引:0
|
作者
Ge, Fuhua [1 ]
Luo, Yi [1 ]
机构
[1] Yunnan Univ, Informat Coll, Kunming, Peoples R China
关键词
Clustering; K-means Algorithm; Clustering Stability;
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
The exiting problems of K-means clustering algorithm are carefully researched, and an improved K-means algorithm based on weighted Euclidean distance is presented. The algorithm have overcome the K-means algorithm unsteady clustering problem. The experiments demonstrate the improved algorithm is more stable and more accurate.
引用
收藏
页码:117 / 120
页数:4
相关论文
共 50 条
  • [41] K-means algorithm with a novel distance measure
    Abudalfa, Shadi I.
    Mikki, Mohammad
    [J]. TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2013, 21 (06) : 1665 - 1684
  • [42] K-means clustering algorithm based on improved flower pollination algorithm
    Jiang, Shuhao
    Wang, Mengyuan
    Guo, Jichang
    Wang, Mengqian
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2023, 32 (03)
  • [43] A Nonuniform Clustering Routing Algorithm Based on an Improved K-Means Algorithm
    Tang, Xinliang
    Zhang, Man
    Yu, Pingping
    Liu, Wei
    Cao, Ning
    Xu, Yunfeng
    [J]. CMC-COMPUTERS MATERIALS & CONTINUA, 2020, 64 (03): : 1725 - 1739
  • [44] K-means algorithm based on improved artificial bee colony algorithm
    [J]. Yu, Zuo-Jun (yuzj@upc.edu.cn), 2018, Northeast University (33):
  • [45] Improved K-means clustering algorithm based on user tag
    Tang, Jun
    [J]. Journal of Convergence Information Technology, 2010, 5 (10) : 124 - 130
  • [46] Improved SLIC imagine segmentation algorithm based on K-means
    Han, Chun-yan
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2017, 20 (02): : 1017 - 1023
  • [47] Video Classification Based On the Improved K-Means Clustering Algorithm
    Peng, Taile
    Zhang, Zhen
    Shen, Ke
    Jiang, Tao
    [J]. 2019 5TH INTERNATIONAL CONFERENCE ON ENVIRONMENTAL SCIENCE AND MATERIAL APPLICATION, 2020, 440
  • [48] K-means Clustering Algorithm based on Improved Density Peak
    Wei, Debin
    Zhang, Zhenxing
    [J]. ACM International Conference Proceeding Series, 2023, : 105 - 109
  • [49] Order Batch Optimization Based on Improved K-Means Algorithm
    Zu, Qiaohong
    Feng, Rui
    [J]. HUMAN CENTERED COMPUTING, 2019, 11956 : 700 - 705
  • [50] An Improved Sampling K-means Clustering Algorithm Based on MapReduce
    Zhang Ya-ling
    Wang Ya-nan
    [J]. 2017 13TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2017,