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
来源：
KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS: KES 2007 - WIRN 2007, PT II, PROCEEDINGS | 2007年 / 4693卷
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
  • [1] Analysis of Medical Data using Data Mining and Formal Concept Analysis
    Gupta, Anamika
    Kumar, Naveen
    Bhatnagar, Vasudha
    PROCEEDINGS OF WORLD ACADEMY OF SCIENCE, ENGINEERING AND TECHNOLOGY, VOL 6, 2005, : 253 - 256
  • [2] Interactive Data Mining Tool for Microarray Data Analysis Using Formal Concept Analysis
    Tanabata, Takanari
    Hirose, Fumiaki
    Hashikami, Hidenobu
    Nobuhara, Hajime
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2012, 16 (02) : 273 - 281
  • [3] 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
  • [4] Analysis techniques for microarray time-series data
    Filkov, V
    Skiena, S
    Zhi, JZ
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2002, 9 (02) : 317 - 330
  • [5] Towards Privacy-Preserving Forensic Analysis for Time-series Medical Data
    Liu, Xiaoning
    Yuan, Xingliang
    Liu, Joseph
    2018 17TH IEEE INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (IEEE TRUSTCOM) / 12TH IEEE INTERNATIONAL CONFERENCE ON BIG DATA SCIENCE AND ENGINEERING (IEEE BIGDATASE), 2018, : 1664 - 1668
  • [6] Mining gene expression data with pattern structures in formal concept analysis
    Kaytoue, Mehdi
    Kuznetsov, Sergei O.
    Napoli, Arnedeo
    Duplessis, Sebastien
    INFORMATION SCIENCES, 2011, 181 (10) : 1989 - 2001
  • [7] Mining Closed Itemsets in Data Stream Using Formal Concept Analysis
    Gupta, Anamika
    Bhatnagar, Vasudha
    Kumar, Naveen
    DATA WAREHOUSING AND KNOWLEDGE DISCOVERY, 2010, 6263 : 285 - 296
  • [8] Time-Series Clustering for Data Analysis in Smart Grid
    Maurya, Akanksha
    Akyurek, Alper Sinan
    Aksanli, Baris
    Rosing, Tajana Simunic
    2016 IEEE INTERNATIONAL CONFERENCE ON SMART GRID COMMUNICATIONS (SMARTGRIDCOMM), 2016,
  • [9] Interactive knowledge discovery and data mining on genomic expression data with numeric formal concept analysis
    Gonzalez-Calabozo, Jose M.
    Valverde-Albacete, Francisco J.
    Pelaez-Moreno, Carmen
    BMC BIOINFORMATICS, 2016, 17
  • [10] Time-Series Data and Analysis Software of Connected Vehicles
    Lee, Jaekyu
    Lee, Sangyub
    Choi, Hyosub
    Cho, Hyeonjoong
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 67 (03): : 2709 - 2727
12345