CLASSIFICATION ACCURACY - MACHINE LEARNING VS EXPLICIT KNOWLEDGE ACQUISITION

被引:0
|
作者
BENDAVID, A
MANDEL, J
机构
关键词
EXPERT SYSTEMS; MACHINE LEARNING; EXPLICIT VS IMPLICIT KNOWLEDGE ACQUISITION; CLASSIFICATION ACCURACY;
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 empirical study provides evidence that machine learning models can provide better classification accuracy than explicit knowledge acquisition techniques. The findings suggest that the main contribution of machine learning to expert systems is not just cost reduction, but rather the provision of tools for the development of better expert systems.
引用
收藏
页码:109 / 114
页数:6
相关论文
共 50 条
  • [1] INTEGRATION OF MACHINE LEARNING AND KNOWLEDGE ACQUISITION
    NEDELLEC, C
    [J]. KNOWLEDGE ENGINEERING REVIEW, 1995, 10 (01): : 77 - 81
  • [2] RDRCE: Combining Machine Learning and Knowledge Acquisition
    Xu, Han
    Hoffmann, Achim
    [J]. KNOWLEDGE MANAGEMENT AND ACQUISITION FOR SMART SYSTEMS AND SERVICES, 2010, 6232 : 165 - 179
  • [3] THE USEFULNESS OF A MACHINE LEARNING APPROACH TO KNOWLEDGE ACQUISITION
    GRZYMALABUSSE, DM
    GRZYMALABUSSE, JW
    [J]. COMPUTATIONAL INTELLIGENCE, 1995, 11 (02) : 268 - 279
  • [4] An Experimental Evaluation of Integrating Machine Learning with Knowledge Acquisition
    Geoffrey I. Webb
    Jason Wells
    Zijian Zheng
    [J]. Machine Learning, 1999, 35 : 5 - 23
  • [5] An experimental evaluation of integrating machine learning with knowledge acquisition
    Webb, GI
    Wells, J
    Zheng, ZJ
    [J]. MACHINE LEARNING, 1999, 35 (01) : 5 - 23
  • [6] Modelling physics knowledge acquisition in children with machine learning
    Neri, F
    Saitta, L
    Tiberghien, A
    [J]. PROCEEDINGS OF THE NINETEENTH ANNUAL CONFERENCE OF THE COGNITIVE SCIENCE SOCIETY, 1997, : 566 - 571
  • [7] KNOWLEDGE REFINEMENT USING KNOWLEDGE ACQUISITION AND MACHINE LEARNING-METHODS
    NEDELLEC, C
    CAUSSE, K
    [J]. LECTURE NOTES IN ARTIFICIAL INTELLIGENCE, 1992, 599 : 171 - 190
  • [8] Transductive learning for text classification using explicit knowledge models
    Ifrim, Georgiana
    Weikum, Gerhard
    [J]. KNOWLEDGE DISCOVERY IN DATABASES: PKDD 2006, PROCEEDINGS, 2006, 4213 : 223 - 234
  • [9] Remarks on explicit knowledge and expertise acquisition
    Rodrigo Ribeiro
    [J]. Phenomenology and the Cognitive Sciences, 2013, 12 : 431 - 435
  • [10] KNOWLEDGE ACQUISITION BASED ON EXPLICIT REPRESENTATION
    HU, JF
    ROZENBLIT, JW
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 1991, 3 (03) : 303 - 315