Mining Emerging Gradual Patterns

被引:0
|
作者
Laurent, Anne [1 ]
Lesot, Marie-Jeanne [2 ,3 ]
Rifqi, Maria [4 ]
机构
[1] Univ Montpellier 2, LIRMM, Montpellier, France
[2] Univ Paris 06, Sorbonne Univ, UMR 7606, LIP6, F-75005 Paris, France
[3] CNRS, UMR 7606, LIP6, F-75005 Paris, France
[4] Univ Pantheon Assas, LEMMA, Paris, France
关键词
Gradual Patterns; Emerging Patterns; Discriminant Characterisation; CONDENSED REPRESENTATION; CONTRAST SETS; ITEMSETS; RULES;
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
Mining emerging patterns aims at contrasting data sets and identifying itemsets that characterise a data set by contrast to a reference data set, so as to capture and highlight their differences. This paper considers the case of emerging gradual patterns, to extract discriminant attribute co-variations. It discusses the specific features of these gradual patterns and proposes to transpose an efficient border-based algorithm, justifying its applicability to the gradual case. Illustrative results obtained from a UCI data set are described.
引用
收藏
页码:1644 / 1650
页数:7
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