TY - JOUR
T1 - A decomposition theorem for fuzzy set-valued random variables
AU - Aletti, Giacomo
AU - Bongiorno, Enea G.
PY - 2013/5/16
Y1 - 2013/5/16
N2 - In this paper, a decomposition theorem for a (square integrable) fuzzy random variable FRV is proposed. The paper is mainly divided into two parts. In the first part, for any FRV X, we define the Hukuhara set as the family of (deterministic) fuzzy sets C for which the Hukuhara difference X⊖HC exists almost surely; in particular, we prove that such a family is a closed (with respect to different well known metrics) convex subset of the family of all fuzzy sets. In the second part, we prove that any square integrable FRV can be decomposed, up to a random translation, as the sum of a FRV Y and an element C′ chosen uniquely (thanks to a minimization argument) in the Hukuhara set. This decomposition allows us to characterize all fuzzy random translations; in particular, a FRV is a fuzzy random translation if and only if its Aumann expectation equals C′ (given by the above decomposition) up to a deterministic translation. Examples and open problems are also presented.
AB - In this paper, a decomposition theorem for a (square integrable) fuzzy random variable FRV is proposed. The paper is mainly divided into two parts. In the first part, for any FRV X, we define the Hukuhara set as the family of (deterministic) fuzzy sets C for which the Hukuhara difference X⊖HC exists almost surely; in particular, we prove that such a family is a closed (with respect to different well known metrics) convex subset of the family of all fuzzy sets. In the second part, we prove that any square integrable FRV can be decomposed, up to a random translation, as the sum of a FRV Y and an element C′ chosen uniquely (thanks to a minimization argument) in the Hukuhara set. This decomposition allows us to characterize all fuzzy random translations; in particular, a FRV is a fuzzy random translation if and only if its Aumann expectation equals C′ (given by the above decomposition) up to a deterministic translation. Examples and open problems are also presented.
KW - Decomposition theorem
KW - Fuzzy random variable
KW - Hukuhara difference
KW - Randomness defuzzification
UR - http://www.scopus.com/inward/record.url?scp=84875220911&partnerID=8YFLogxK
U2 - 10.1016/j.fss.2012.11.005
DO - 10.1016/j.fss.2012.11.005
M3 - Article
SN - 0165-0114
VL - 219
SP - 98
EP - 112
JO - Fuzzy Sets and Systems
JF - Fuzzy Sets and Systems
ER -