Discovering fuzzy functional dependencies as semantic knowledge in large databases

被引:0
|
作者
Wang, X [1 ]
Chen, GQ [1 ]
机构
[1] Tsing Hua Univ, Sch Econ & Management, Beijing 100084, Peoples R China
关键词
data mining; knowledge discovery; fuzzy functional dependency; Sectional FFD; Attribute FFD;
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
Fuzzy functional dependency (FFD) is a kind of semantic knowledge and can be discovered from a large Volume Of business data. Sectional FFD and Attribute FFD are discussed so as to reflect semantics of the business world and express useful information that is natural for people to comprehend. The experimental results on an insurance data set show that the proposed method can extract knowledge efficiently and effectively.
引用
收藏
页码:1136 / 1139
页数:4
相关论文
共 50 条
  • [1] Functional dependencies in fuzzy databases
    Nakata, M
    [J]. FIRST INTERNATIONAL CONFERENCE ON KNOWLEDGE-BASED INTELLIGENT ELECTRONIC SYSTEMS, PROCEEDINGS 1997 - KES '97, VOLS 1 AND 2, 1997, : 363 - 372
  • [2] DISCOVERING FUNCTIONAL AND INCLUSION DEPENDENCIES IN RELATIONAL DATABASES
    KANTOLA, M
    MANNILA, H
    RAIHA, KJ
    SIIRTOLA, H
    [J]. INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1992, 7 (07) : 591 - 607
  • [3] An approach to functional dependencies in fuzzy databases
    Bosc, P
    Pivert, O
    Liétard, L
    [J]. NINTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2000), VOLS 1 AND 2, 2000, : 917 - 922
  • [4] An Extension of Semantic Proximity for Fuzzy Functional Dependencies
    Lee, Wei-Hsuan
    Pang, Chin-Tzong
    [J]. 2009 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, 2009, : 157 - 162
  • [5] Hierarchical analysis for discovering knowledge in large databases
    Pai, WC
    [J]. INFORMATION SYSTEMS MANAGEMENT, 2003, 21 (01) : 81 - 88
  • [6] Inference Rules for Fuzzy Functional Dependencies in Possibilistic Databases
    Myszkorowski, Krzysztof
    [J]. BEYOND DATABASES, ARCHITECTURES AND STRUCTURES, BDAS 2016, 2016, 613 : 181 - 191
  • [7] Discovering branching and fractional dependencies in databases
    Georgieva, Tsvetanka
    [J]. DATA & KNOWLEDGE ENGINEERING, 2008, 66 (02) : 311 - 325
  • [8] Fuzzy functional dependencies and linguistic interpretations employed in knowledge discovery tasks from relational databases
    Vucetic, Miljan
    Hudec, Miroslav
    Bozilovic, Bosko
    [J]. ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 88
  • [9] An efficient approach to discovering knowledge from large databases
    Yen, SJ
    Chen, ALP
    [J]. PROCEEDINGS OF THE FOURTH INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED INFORMATION SYSTEMS, 1996, : 8 - 18
  • [10] Discovering Conditional Functional Dependencies
    Fan, Wenfei
    Geerts, Floris
    Li, Jianzhong
    Xiong, Ming
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2011, 23 (05) : 683 - 698