TY - JOUR
T1 - Robust integrals
AU - Greco, Salvatore
AU - Rindone, Fabio
N1 - embargo 24 mths
NOTICE: this is the author’s version of a work that was accepted for publication in Fuzzy Sets and Systems. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Fuzzy Sets and Systems, 232, 1 December 2013, DOI: 10.1016/j.fss.2013.01.008
PY - 2013/12/1
Y1 - 2013/12/1
N2 - In decision analysis, and especially in multiple criteria decision analysis, several non additive integrals have been introduced in the last years. These include the Choquet integral, the Shilkret integral and the Sugeno integral, among others. In the context of multiple criteria decision analysis, these integrals are used to aggregate the evaluations of possible choice alternatives, with respect to several criteria, into a single overall evaluation. The use of mentioned integrals in the aggregation process requests the starting evaluations to be expressed in terms of exact evaluations. In this paper we present the robust Choquet, Shilkret and Sugeno integrals, computed with respect to an interval-capacity. These are quite natural generalizations of the Choquet, Shilkret and Sugeno integrals, useful to aggregate interval-evaluations of choice alternatives into a single overall evaluation. We show that, when the interval-evaluations collapse into exact evaluations, our definitions of robust integrals collapse into the previous definitions. We also provide an axiomatic characterization of the robust Choquet integral.
AB - In decision analysis, and especially in multiple criteria decision analysis, several non additive integrals have been introduced in the last years. These include the Choquet integral, the Shilkret integral and the Sugeno integral, among others. In the context of multiple criteria decision analysis, these integrals are used to aggregate the evaluations of possible choice alternatives, with respect to several criteria, into a single overall evaluation. The use of mentioned integrals in the aggregation process requests the starting evaluations to be expressed in terms of exact evaluations. In this paper we present the robust Choquet, Shilkret and Sugeno integrals, computed with respect to an interval-capacity. These are quite natural generalizations of the Choquet, Shilkret and Sugeno integrals, useful to aggregate interval-evaluations of choice alternatives into a single overall evaluation. We show that, when the interval-evaluations collapse into exact evaluations, our definitions of robust integrals collapse into the previous definitions. We also provide an axiomatic characterization of the robust Choquet integral.
KW - Choquet
KW - Shilkret and Sugeno integrals
KW - Interval-evaluations
KW - Interval-capacity
U2 - 10.1016/j.fss.2013.01.008
DO - 10.1016/j.fss.2013.01.008
M3 - Article
SN - 0165-0114
VL - 232
SP - 18
EP - 38
JO - Fuzzy Sets and Systems
JF - Fuzzy Sets and Systems
ER -