Answer set programming for pattern generation in logical analysis of data

被引:0
作者
Becker, Katinka [1 ,2 ]
Bockmayr, Alexander [2 ]
机构
[1] Phys Tech Bundesanstalt, Div Med Phys & Metrol Informat Technol, Abbestr 2-12, D-10587 Berlin, Germany
[2] Free Univ Berlin, Dept Math & Informat, Arnimallee 6, D-14195 Berlin, Germany
关键词
Answer set programming; Logical analysis of data; Pattern generation; Classification; OPTIMIZATION; MODEL; TERM;
D O I
10.1007/s10472-025-09981-x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Logical Analysis of Data (LAD) is a powerful technique for data classification based on partially defined Boolean functions. The decision rules for class prediction in LAD are formed out of patterns. According to different preferences in the classification problem, various pattern types have been defined. The generation of these patterns plays a key role in the LAD methodology and represents a computationally hard problem. In this article, we introduce a new approach to pattern generation in LAD based on Answer Set Programming (ASP), which can be applied to all common LAD pattern types.
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收藏
页数:25
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