Preaggregation Functions: Construction and an Application

0458801 - ÚTIA 2017 RIV US eng J - Článek v odborném periodiku
Lucca, G. - Sanz, J. A. - Dimuro, G. P. - Bedregal, B. - Mesiar, Radko - Kolesárová, A. - Bustince, H.
Preaggregation Functions: Construction and an Application.
IEEE Transactions on Fuzzy Systems. Roč. 24, č. 2 (2016), s. 260-272. ISSN 1063-6706. E-ISSN 1941-0034
Institucionální podpora: RVO:67985556
Klíčová slova: aggregation * Choquet integral * fuzzy measures
Kód oboru RIV: BA - Obecná matematika
Impakt faktor: 7.671, rok: 2016
http://library.utia.cas.cz/separaty/2016/E/mesiar-0458801.pdf

In this paper, we introduce the notion of preaggregation function. Such a function satisfies the same boundary conditions as an aggregation function, but, instead of requiring monotonicity, only monotonicity along some fixed direction (directional monotonicity) is required.We present some examples of such functions. We propose three different methods to build preaggregation functions. We experimentally show that in fuzzy rule-based classification systems, when we use one of these methods, namely, the one based on the use of the Choquet integral replacing the product by other aggregation functions, if we consider the minimum or the Hamacher product t-norms for such construction, we improve the results obtained when applying the fuzzy reasoning methods obtained using two classical averaging operators such as the maximum and the Choquet integral.
Trvalý link: http://hdl.handle.net/11104/0259445