8 research outputs found
Abstract homogeneity of interval-valued functions
In this paper we develop the idea of abstract homogeneity in the context of
interval-valued (IV) functions endowed with admissible orders and investigate
some of its properties.Comment: 2 page
Applying d-XChoquet integrals in classification problems
Several generalizations of the Choquet integral have been applied in the Fuzzy Reasoning Method (FRM) of Fuzzy Rule-Based Classification Systems (FRBCS's) to improve its performance. Additionally, to achieve that goal, researchers have searched for new ways to provide more flexibility to those generalizations, by restricting the requirements of the functions being used in their constructions and relaxing the monotonicity of the integral. This is the case of CT-integrals, CC-integrals, CF-integrals, CF1F2-integrals and dCF-integrals, which obtained good performance in classification algorithms, more specifically, in the fuzzy association rule-based classification method for high-dimensional problems (FARC-HD). Thereafter, with the introduction of Choquet integrals based on restricted dissimilarity functions (RDFs) in place of the standard difference, a new generalization was made possible: the d-XChoquet (d-XC) integrals, which are ordered directional increasing functions and, depending on the adopted RDF, may also be a pre-aggregation function. Those integrals were applied in multi-criteria decision making problems and also in a motor-imagery brain computer interface framework. In the present paper, we introduce a new FRM based on the d-XC integral family, analyzing its performance by applying it to 33 different datasets from the literature.Supported by Navarra de Servicios y Tecnologías, S.A. (NASERTIC),
CNPq (301618/2019-4, 305805/2021-5), FAPERGS (19/2551-0001660-3), the
Spanish Ministry of Science and Technology (TIN2016-77356-P, PID2019-
108392GB I00 (MCIN/AEI/10.13039/501100011033)