Subspace clustering based on compressibility

被引:0
|
作者
Narahashi, M [1 ]
Suzuki, E [1 ]
机构
[1] Yokohama Natl Univ, Yokohama, Kanagawa 2408501, Japan
来源
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we propose a subspace clustering method based on compressibility. It is widely accepted that compressibility is deeply related to inductive learning. We have come to believe that compressibility is promising as an evaluation criterion in subspace clustering, and propose SUBCCOM in order to verify this belief. Experimental evaluation employs both artificial and real data sets.
引用
收藏
页码:435 / 440
页数:6
相关论文
共 50 条
  • [41] SOFT SUBSPACE CLUSTERING ENSEMBLE BASED ON HEDONIC GAMES
    Li, Man
    Wang, Lihong
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2021, 17 (04): : 1327 - 1343
  • [42] Online clustering of switching models based on a subspace framework
    Pekpe, K. M.
    Lecoeuche, S.
    [J]. NONLINEAR ANALYSIS-HYBRID SYSTEMS, 2008, 2 (03) : 735 - 749
  • [43] Distance based subspace clustering with flexible dimension partitioning
    Liu, Guimei
    Li, Jinyan
    Sim, Kelvin
    Wong, Limsoon
    [J]. 2007 IEEE 23RD INTERNATIONAL CONFERENCE ON DATA ENGINEERING, VOLS 1-3, 2007, : 1225 - +
  • [44] A novel conformal deformation based sparse subspace clustering
    Eybpoosh, Kajal
    Rezghi, Mansoor
    Heydari, Abbas
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2023, 14 (05) : 1579 - 1590
  • [45] Subspace clustering of microarray data based on domain transformation
    Jun, Jongeun
    Chung, Seokkyung
    McLeod, Dennis
    [J]. DATA MINING AND BIOINFORMATICS, 2006, 4316 : 14 - +
  • [46] Entropy-based active sparse subspace clustering
    Yanbei Liu
    Kaihua Liu
    Changqing Zhang
    Xiao Wang
    Shaona Wang
    Zhitao Xiao
    [J]. Multimedia Tools and Applications, 2018, 77 : 22281 - 22297
  • [47] Superpixel Segmentation Based on Spatially Constrained Subspace Clustering
    Li, Hua
    Jia, Yuheng
    Cong, Runmin
    Wu, Wenhui
    Kwong, Sam Tak Wu
    Chen, Chuanbo
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 17 (11) : 7501 - 7512
  • [48] Multidimensional images clustering method based sensitive subspace
    Zhao, Wencang
    Sui, Shulin
    [J]. DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS, 2006, 13E : 524 - 529
  • [49] Data clustering algorithm based on binary subspace division
    Wang, HB
    Wang, CB
    Zhang, LF
    Zhou, DR
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 1249 - 1253
  • [50] An Improved Subspace Clustering Algorithm Based on Sparse Representation
    Wang, Xiaohe
    Wang, Yuping
    Wang, Chunyang
    Tang, Dandan
    [J]. 2019 15TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS 2019), 2019, : 221 - 224