A Data Quality Index with Respect to Case Bases within Case-Based Reasoning

被引:0
|
作者
Hoenigl, Juergen [1 ]
Kueng, Josef [1 ]
机构
[1] Johannes Kepler Univ Linz, Inst Applicat Oriented Knowledge Proc, A-4040 Linz, Austria
关键词
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
Within Case-Based Reasoning (CBR), terms concerning quality of a case base are mentioned in publications, but partially without clarifications of criteria. When developing a CBR system from scratch, an index for case base quality supports an assessment of the actual cases. In this approach, both theory and an application are demonstrated. An index was defined and subsequent applied within a current CBR project, which is under development. In addition, various approaches concerning case base quality are demonstrated. Big data occurs within a combination of high velocity, great volume and variety of incoming data. Defining an index to measure the case base quality copes with that.
引用
收藏
页码:432 / 442
页数:11
相关论文
共 50 条
  • [1] Mining competent case bases for case-based reasoning
    Pan, Rong
    Yang, Qiang
    Pan, Sinno Jialin
    [J]. ARTIFICIAL INTELLIGENCE, 2007, 171 (16-17) : 1039 - 1068
  • [2] Introspective reasoning for index refinement in case-based reasoning
    Fox, S
    Leake, DB
    [J]. JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2001, 13 (01) : 63 - 88
  • [3] Intelligent index selection for case-based reasoning
    Galushka, Mykola
    Patterson, David
    [J]. KNOWLEDGE-BASED SYSTEMS, 2006, 19 (08) : 625 - 638
  • [4] Software quality estimation with case-based reasoning
    Khoshgoftaar, TM
    Seliya, N
    [J]. ADVANCES IN COMPUTERS, VOL 62: ADVANCES IN SOFTWARE ENGINEERING, 2004, 62 : 249 - 291
  • [5] Building quality into case-based reasoning systems
    Jurisica, I
    Nixon, BA
    [J]. ADVANCED INFORMATION SYSTEMS ENGINEERING, 1998, 1413 : 363 - 380
  • [6] Case-based reasoning within semantic web technologies
    d'Aquin, Mathieu
    Lieber, Jean
    Napoli, Amedeo
    [J]. ARTIFICIAL INTELLIGENCE: METHODOLOGY, SYSTEMS, AND APPLICATIONS, PROCEEDINGS, 2006, 4183 : 190 - 200
  • [7] CASE-BASED REASONING
    LEHNERT, W
    [J]. AI MAGAZINE, 1990, 11 (03) : 29 - 29
  • [8] CASE-BASED REASONING
    EHRENBERG, D
    PETERSOHN, H
    [J]. WIRTSCHAFTSINFORMATIK, 1994, 36 (02): : 166 - 168
  • [9] CASE-BASED REASONING
    LEAKE, DB
    [J]. KNOWLEDGE ENGINEERING REVIEW, 1994, 9 (01): : 61 - 64
  • [10] Case-Based Reasoning
    Aha, DW
    [J]. AI MAGAZINE, 1995, 17 (01) : 92 - 92