APPROXIMATE REASONING BASED ON LINGUISTIC MODIFIERS IN A LEARNING SYSTEM

被引:0
|
作者
Kacem, Saoussen Bel Hadj [1 ]
Borgi, Amel [2 ]
Tagina, Moncef [1 ]
机构
[1] Natl Sch Comp Sci, Univ Campus Manouba, Manouba 2010, Tunisia
[2] Ctr Urbain Nord Tunis, Natl Inst Appl Sci & Technol, Tunis 1080, Tunisia
来源
ICSOFT 2010: PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON SOFTWARE AND DATA TECHNOLOGIES, VOL 2 | 2010年
关键词
Approximate reasoning; Linguistic modifiers; Supervised learning; Classification rules; Multi-valued logic;
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
Approximate reasoning, initially introduced in fuzzy logic context, allows reasoning with imperfect knowledge. We have proposed in a previous work an approximate reasoning based on linguistic modifiers in a symbolic context. To apply such reasoning, a base of rules is needed. We propose in this paper to use a supervised learning system named SUCRAGE, that automatically generates multi-valued classification rules. Our reasoning is used with this rule base to classify new objects. Experimental tests and comparative study with two initial reasoning modes of SUCRAGE are presented. This application of approximate reasoning based on linguistic modifiers gives satisfactory results. Besides, it provides a comfortable linguistic interpretation to the human mind thanks to the use of linguistic modifiers.
引用
收藏
页码:431 / 437
页数:7
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