Median-based aggregation operators for prototype construction in ordinal scales

被引:15
作者
Domingo-Ferrer, J
Torra, V
机构
[1] Inst Invest Intelligencia Artificial, Bellaterra 08193, Catalonia, Spain
[2] Univ Rovira & Virgili, Dept Comp Engn & Math, Tarragona 43007, Catalonia, Spain
关键词
D O I
10.1002/int.10107
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article studies aggregation operators in ordinal scales for their application to clustering (more specifically, to microaggregation for statistical disclosure risk). In particular, we consider these operators in the process of prototype construction. This study analyzes main aggregation operators for ordinal scales [plurality rule, medians, Sugeno integrals (SI), and ordinal weighted means (OWM), among others] and shows the difficulties for their application in this particular setting. Then, we propose two approaches to solve the drawbacks and we study their properties. Special emphasis is given to the study of monotonicity because the operator is proven nonsatisfactory for this property. Exhaustive empirical work shows that in most practical situations, this cannot be considered a problem. (C) 2003 Wiley Periodicals, Inc.
引用
收藏
页码:633 / 655
页数:23
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