Order statistics; Influence of variables; aggregation operators
Abstract :
[en] By considering a least squares approximation of a given square integrable function f : [0, 1]n → IR by a shifted L-statistic function (a shifted linear combination of order statistics), we define an index which measures the global influence of the kth largest variable on f . We show that this influence index has appealing properties and we interpret it as an average value of the difference quotient of f in the direction of the kth largest variable or, under certain natural conditions on f , as an average value of the derivative of f in the direction of the kth largest variable. We also discuss a few applications of this index in statistics and aggregation theory.
Disciplines :
Mathematics Computer science
Author, co-author :
Marichal, Jean-Luc; University of Luxembourg > FSTC > Mathematics Research Unit
Mathonet, Pierre ; University of Luxembourg > FSTC > Mathématics Research Unit
Language :
English
Title :
Measuring the Influence of the kth Largest Variable on Functions over the Unit Hypercube
Publication date :
2010
Event name :
Modeling Decisions for Artificial Intelligence 7th International Conference, MDAI 2010
Event place :
Perpignan, France
Event date :
October 27-29, 2010
Audience :
International
Main work title :
Modeling Decisions for Artificial Intelligence 7th International Conference, MDAI 2010
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