AN ALGORITHM FOR AUTOMATIC RULE INDUCTION

被引：20

作者：

PHAM, DT ^{[1
]}

AKSOY, MS ^{[1
]}

机构：

[1] UNIV WALES COLL CARDIFF,SCH ELECT ELECTR & SYST ENGN,INTELLIGENT SYST RES LAB,CARDIFF CF2 1XH,WALES

来源：

ARTIFICIAL INTELLIGENCE IN ENGINEERING | 1993年 / 8卷 / 04期

关键词：

RULE INDUCTION; EXPERT SYSTEMS; KNOWLEDGE ACQUISITION; MACHINE LEARNING; SYSTEM IDENTIFICATION;

D O I：

10.1016/0954-1810(93)90011-4

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 an improved version of a simple rule induction algorithm known as RULES ('RULe Extraction System'). Compared to RULES, the new algorithm generally is faster as it requires fewer rule searching operations in its induction process. Furthermore, it allows the user to specify the number of rules to be extracted, is able to deal with incomplete examples and can handle attributes with numerical as well as nominal values. The algorithm has been tested on several applications. Two of these applications, including the identification of a dynamic system, are described in the paper. The results obtained have demonstrated the strong performance of the algorithm.

引用

页码：277 / 282

页数：6

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[2]

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[3]

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[4]

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[5]

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[6]

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[7]

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[8]

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[9]

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[10]

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