Quasi-Lovasz extensions and their symmetric counterparts
Marichal, Jean-Luc; Couceiro, Miguel (2012), Quasi-Lovasz extensions and their symmetric counterparts, in Greco, Salvatore; Bouchon-Meunier, Bernadette; Coletti, Giulianella; Fedrizzi, Mario; Matarazzo, Benedetto; Yager, Ronald R., Advances in Computational Intelligence. 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012, Proceedings, Part IV, Springer : Berlin, p. 178-187. http://dx.doi.org/10.1007/978-3-642-31724-8_19
Type
Communication / ConférenceDate
2012Conference title
14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU2012)Conference date
2012-07Conference city
CataneConference country
ItalieBook title
Advances in Computational Intelligence. 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012, Proceedings, Part IVBook author
Greco, Salvatore; Bouchon-Meunier, Bernadette; Coletti, Giulianella; Fedrizzi, Mario; Matarazzo, Benedetto; Yager, Ronald R.Publisher
Springer
Series title
Communications in Computer and Information ScienceSeries number
vol 300Published in
Berlin
ISBN
978-3-642-31723-1
Number of pages
710Pages
178-187
Publication identifier
Metadata
Show full item recordAbstract (EN)
We introduce the concept of quasi-Lovász extension as being a mapping f:InI\!R defined over a nonempty real interval I containing the origin, and which can be factorized as f(x 1,…,x n ) = L(ϕ(x 1),…,ϕ(x n )), where L is the Lovász extension of a pseudo-Boolean function :01nI\!R (i.e., the function L:I\!RnI\!R whose restriction to each simplex of the standard triangulation of [0,1] n is the unique affine function which agrees with ψ at the vertices of this simplex) and :II\!R is a nondecreasing function vanishing at the origin. These functions appear naturally within the scope of decision making under uncertainty since they subsume overall preference functionals associated with discrete Choquet integrals whose variables are transformed by a given utility function. To axiomatize the class of quasi-Lovász extensions, we propose generalizations of properties used to characterize the Lovász extensions, including a comonotonic version of modularity and a natural relaxation of homogeneity. A variant of the latter property enables us to axiomatize also the class of symmetric quasi-Lovász extensions, which are compositions of symmetric Lovász extensions with 1-place nondecreasing odd functions.Subjects / Keywords
Aggregation function; discrete Choquet integral; Lovász extension; functional equation; comonotonic modularity; symmetrizationRelated items
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