Data mining of time-series medical data by formal concept analysis

被引:0
|
作者
Sato, Kenji [1 ]
Okubo, Yoshiaki [2 ]
Haraguchi, Iakoto [2 ]
Kunifuji, Susumu [1 ]
机构
[1] Japan Adv Inst Sci & Technol, Sch Knowledge Sci, 1-1 Asahidai, Nomi, Ishikawa 9231292, Japan
[2] Hokkaido Univ, Grad Sch Informat Sci & Technol, Div Comp Sci, Sapporo, Hokkaido 0600814, Japan
关键词
clustering; medical case search system; formal concept analysis; time series data;
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
This paper presents a method for clustering time-series medical data based on Formal Concept Analysis. We made a prototype system, and verified it by applying it to several medical cases. Our clusters can be explicitly provided with more convincing meanings, with the help of FCA. We plan to continue, and to verify the practicality of this method by applying it to hundreds of medical cases.
引用
收藏
页码:1214 / 1221
页数:8
相关论文
共 50 条
  • [31] Mining complex time-series data by learning Markovian Models
    Wang, Yi
    Zhou, Lizhu
    Feng, Jianhua
    Wang, Jianyong
    Liu, Zhi-Qiang
    ICDM 2006: SIXTH INTERNATIONAL CONFERENCE ON DATA MINING, PROCEEDINGS, 2006, : 1136 - 1140
  • [32] QuDA: Applying formal concept analysis in a data mining environment
    Grigoriev, PA
    Yevtushenko, SA
    CONCEPT LATTICES, PROCEEDINGS, 2004, 2961 : 386 - 393
  • [33] Research on time-series data mining based on neural network
    Wu, ZH
    Han, X
    ISTM/2003: 5TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-6, CONFERENCE PROCEEDINGS, 2003, : 1465 - 1467
  • [34] Towards a generalisation of formal concept analysis for data mining purposes
    Valverde-Albacete, FJ
    Peláez-Moreno, C
    FORMAL CONCEPT ANALYSIS, PROCEEDINGS, 2006, 3874 : 161 - 176
  • [35] Formal concept analysis for data mining:: Theoretical and practical approaches
    Domingos Silva, Joao Paulo
    Enrique Zarate, Luis
    Vieira, Newton Jose
    2006 IEEE INTERNATIONAL CONFERENCE ON ENGINEERING OF INTELLIGENT SYSTEMS, 2006, : 106 - +
  • [36] On analysis of time-series data with preserved privacy
    Chettri, Sarat Kumar
    Borah, Bhogeswar
    INNOVATIONS IN SYSTEMS AND SOFTWARE ENGINEERING, 2015, 11 (03) : 155 - 165
  • [37] Analysis techniques for microarray time-series data
    Filkov, V
    Skiena, S
    Zhi, JZ
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2002, 9 (02) : 317 - 330
  • [38] Time-series data analysis with rough sets
    Herbert, J
    Yao, JT
    PROCEEDINGS OF THE 8TH JOINT CONFERENCE ON INFORMATION SCIENCES, VOLS 1-3, 2005, : 908 - 911
  • [39] TIME-SERIES ANALYSIS OF SURVEILLANCE DATA - COMMENTARY
    THACKER, SB
    STATISTICS IN MEDICINE, 1989, 8 (03) : 363 - 363
  • [40] ANALYSIS OF FREQUENCY COMPONENTS IN TIME-SERIES DATA
    FROSTIG, Z
    FROSTIG, RD
    JOURNAL OF NEUROSCIENCE METHODS, 1987, 22 (01) : 79 - 87