Paper published in a book (Scientific congresses, symposiums and conference proceedings)
Quasi-Lovász extensions and their symmetric counterparts
COUCEIRO, Miguel; MARICHAL, Jean-Luc
2012 • In Greco, S.; Bouchon-Meunier, B.; Coletti, G.et al. (Eds.) Advances on Computational Intelligence, Part IV, 14th Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012, Proceedings, Part IV
[en] We introduce the concept of quasi-Lov\'asz extension as being a mapping $f\colon I^n\to\R$ defined over a nonempty real interval $I$ containing the origin, and which can be factorized
as $f(x_1,\ldots,x_n)=L(\varphi(x_1),\ldots,\varphi(x_n))$, where $L$ is the Lov\'asz extension of a pseudo-Boolean function $\psi\colon\{0,1\}^n\to\R$ (i.e., the function $L\colon\R^n\to\R$ whose restriction to each simplex of the standard triangulation of $[0,1]^n$ is the unique affine function which agrees with $\psi$ at the vertices of this simplex) and $\varphi\colon I\to\R$ 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-Lov\'asz extensions, we propose generalizations of properties used to characterize the Lov\'asz 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-Lov\'asz extensions, which are compositions
of symmetric Lov\'asz extensions with $1$-place nondecreasing odd functions.
Disciplines :
Mathematics Quantitative methods in economics & management
Author, co-author :
COUCEIRO, Miguel ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Mathematics Research Unit
MARICHAL, Jean-Luc ; University of Luxembourg > Faculty of Science, Technology and Communication (FSTC) > Mathematics Research Unit
Language :
English
Title :
Quasi-Lovász extensions and their symmetric counterparts
Publication date :
2012
Event name :
14th Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems (IPMU 2012)
Event place :
Catania, Italy
Event date :
from 09-07-2012 to 13-07-2012
Audience :
International
Main work title :
Advances on Computational Intelligence, Part IV, 14th Int. Conf. on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU 2012, Catania, Italy, July 9-13, 2012, Proceedings, Part IV
Editor :
Greco, S.
Bouchon-Meunier, B.
Coletti, G.
Fedrizzi, M.
Matarazzo, B.
Yager, R. R.
Publisher :
Springer, Heidelberg, Germany
ISBN/EAN :
978-3-642-31723-1
Collection name :
Communications in Computer and Information Science, Vol. 300