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Measuring the influence of the kth largest variable on functions over the unit hypercube
Marichal, Jean-Luc; Mathonet, Pierre
2010In Torra, Vicenc; Narukawa, Yasuo; Daumas, Marc (Eds.) Modeling Decisions for Artificial Intelligence: Proceedings 7th International Conference, MDAI 2010, Perpignan, France, October 27-29, 2010
Peer reviewed
 

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Abstract :
[en] By considering a least squares approximation of a given square integrable function $f\colon [0,1]^n\to\R$ by a shifted $L$-statistic function (a shifted linear combination of order statistics), we define an index which measures the global influence of the $k$th 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 $k$th largest variable or, under certain natural conditions on $f$, as an average value of the derivative of $f$ in the direction of the $k$th largest variable. We also discuss a few applications of this index in statistics and aggregation theory.
Disciplines :
Mathematics
Quantitative methods in economics & management
Author, co-author :
Marichal, Jean-Luc ;  University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Mathematics Research Unit
Mathonet, Pierre ;  University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Mathematics Research Unit
Language :
English
Title :
Measuring the influence of the kth largest variable on functions over the unit hypercube
Publication date :
19 October 2010
Event name :
7th Int. Conf. on Modeling Decisions for Artificial Intelligence (MDAI 2010)
Event organizer :
Vicenc Torra (IIIA-CSIC, South Catalonia, Spain)
Yasuo Narukawa (Toho Gakuen, Japan)
Event place :
Perpignan, France
Event date :
from 27-10-2010 to 29-10-2010
Audience :
International
Main work title :
Modeling Decisions for Artificial Intelligence: Proceedings 7th International Conference, MDAI 2010, Perpignan, France, October 27-29, 2010
Editor :
Torra, Vicenc
Narukawa, Yasuo
Daumas, Marc
Publisher :
Springer-Verlag, Berlin, Germany
ISBN/EAN :
978-3-642-16291-6
Collection name :
Lecture Notes in Artificial Intelligence Vol. 6408
Pages :
7-18
Peer reviewed :
Peer reviewed
Name of the research project :
F1R-MTH-PUL-09MRDO > MRDO > 01/01/2009 - 31/12/2011 > MARICHAL Jean-Luc
Funders :
University of Luxembourg - UL
Available on ORBilu :
since 29 September 2013

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