A Single-Pass Triclustering Algorithm

被引:4
|
作者
Gnatyshak, D. V. [1 ]
机构
[1] Natl Res Univ, Higher Sch Econ, Sci & Educ Lab Intelligent Syst & Struct Anal, Moscow, Russia
关键词
formal concept analysis; data analysis; clustering; triclustering; big data; linear algorithm; single-pass algorithm;
D O I
10.3103/S0005105515010057
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
As the popularity of the field of big data continues to rise, the problem of the development of efficient algorithms with low time complexity and that ability to be parallelized is more and more frequently posed. This work is aimed at the development of an efficient single-pass algorithm for the triclustering of binary data that is suitable for use in the field of big data. As a result, a single-pass serial online OAC triclustering algorithm (triclustering of object-attribute-condition) was obtained. This algorithm not only has a very low complexity in time and memory, but it also can be effectively parallelized.
引用
收藏
页码:27 / 41
页数:15
相关论文
共 50 条
  • [1] Single-pass VBR rate control algorithm
    Chen, Guo-Bin
    Liu, Ji-Lin
    Sun, Xiao-Ye
    Jiang, Chao
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2004, 32 (07): : 1184 - 1187
  • [2] NEW SINGLE-PASS ALGORITHM FOR PARALLEL THINNING
    CHOY, SSO
    CHOY, CST
    SIU, WC
    COMPUTER VISION AND IMAGE UNDERSTANDING, 1995, 62 (01) : 69 - 77
  • [3] A multifield single-pass shell sort algorithm
    Phillips, MK
    DR DOBBS JOURNAL, 2005, 30 (05): : 38 - 41
  • [4] Single-Pass Clustering Algorithm Based on Storm
    Li Fang
    Dai Longlong
    Jiang Zhiying
    Li Shunzi
    2017 INTERNATIONAL CONFERENCE ON CONTROL ENGINEERING AND ARTIFICIAL INTELLIGENCE (CCEAI 2017), 2017, 806
  • [5] A Single-Pass Algorithm for Spectrum Estimation With Fast Convergence
    Xiao, Han
    Wu, Wei Biao
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (07) : 4720 - 4731
  • [6] A SINGLE-PASS, CHAIN GENERATING ALGORITHM FOR REGION BOUNDARIES
    CHAKRAVARTY, I
    COMPUTER GRAPHICS AND IMAGE PROCESSING, 1981, 15 (02): : 182 - 193
  • [7] SINGLE-PASS OXYGENATOR
    HIROSE, T
    EVERETT, H
    BAILEY, CP
    JOURNAL OF CARDIOVASCULAR SURGERY, 1970, 11 (01): : 74 - &
  • [8] SINGLE-PASS OXYGENATOR
    HIROSE, T
    EVERETT, H
    MARSHALL, DV
    BAILEY, CP
    TRANSACTIONS AMERICAN SOCIETY FOR ARTIFICIAL INTERNAL ORGANS, 1969, 15 : 151 - &
  • [9] On Single-Pass Indexing with MapReduce
    McCreadie, Richard M. C.
    Macdonald, Craig
    Ounis, Iadh
    PROCEEDINGS 32ND ANNUAL INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL, 2009, : 742 - 743
  • [10] SINGLE-PASS LIST PARTITIONING
    Frias, Leonor
    Singler, Johannes
    Sanders, Peter
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2008, 9 (03): : 179 - 196