Separate-and-conquer rule learning

被引:294
作者
Fürnkranz, J [1 ]
机构
[1] Austrian Res Inst Artificial Intelligence, A-1010 Vienna, Austria
基金
奥地利科学基金会;
关键词
covering; inductive logic programming; inductive rule learning;
D O I
10.1023/A:1006524209794
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 is a survey of inductive rule learning algorithms that use a separate-and-conquer strategy. This strategy can be traced back to the AQ learning system and still enjoys popularity as can be seen from its frequent use in inductive logic programming systems. We will put this wide variety of algorithms into a single framework and analyze them along three different dimensions, namely their search, language and overfitting avoidance biases.
引用
收藏
页码:3 / 54
页数:52
相关论文
共 139 条
[1]  
ADE H, 1995, MACH LEARN, V20, P119, DOI 10.1007/BF00993477
[2]  
ALI KM, 1993, P 13 INT JOINT C ART, P1064
[3]  
[Anonymous], INDUCTIVE LOGIC PROG
[4]  
[Anonymous], LNAI
[5]  
[Anonymous], P 11 INT JOINT C ART
[6]  
[Anonymous], 1995, THESIS STANFORD U
[7]  
BAIN M, 1991, P 8 INT WORKSH MACH, P380
[8]   AUTOMATED CONCEPT-ACQUISITION IN NOISY ENVIRONMENTS [J].
BERGADANO, F ;
GIORDANA, A ;
SAITTA, L .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (04) :555-578
[9]  
BERGADANO F, 1992, MACH LEARN, V8, P5, DOI 10.1023/A:1022682318197
[10]  
BERGADANO F, 1993, P 13 INT JOINT C ART, P1044