Actionable explainable AI (AxAI): a practical example with aggregation functions for adaptive classification and textual explanations for interpretable machine learning

A Saranti, M Hudec, E Mináriková, Z Takáč… - Machine Learning and …, 2022 - mdpi.com
In many domains of our daily life (eg, agriculture, forestry, health, etc.), both laymen and
experts need to classify entities into two binary classes (yes/no, good/bad …

-Integrals: Generalizing C-Integrals by Means of Restricted Dissimilarity Functions

J Wieczynski, G Lucca, GP Dimuro… - … on Fuzzy Systems, 2022 - ieeexplore.ieee.org
The Choquet integral (CI) is an averaging aggregation function that has been used, eg, in
the fuzzy reasoning method (FRM) of fuzzy rule-based classification systems (FRBCSs) and …

An extended proximity relation and quantified aggregation for designing robust fuzzy query engine

M Hudec, M Vučetić, N Barčáková - Knowledge-Based Systems, 2024 - Elsevier
In this article, we propose a novel model of a robust fuzzy query engine that addresses
vagueness in data and users' requirements. It aims to assist users in recommending similar …

Generated admissible orders for intervals by matrices and continuous functions

X Wu, SM Chen, X Zhang - Information Sciences, 2024 - Elsevier
In this paper, we systematically study the algebraic structures of the spaces L ([0, 1]),
encompassing all closed subintervals of [0, 1], under the generated admissible orders. We …

Interval R-Sheffer strokes and interval fuzzy Sheffer strokes endowed with admissible orders

Y Zhao, HW Liu - International Journal of Approximate Reasoning, 2024 - Elsevier
Fuzzy Sheffer stroke is a new class of fuzzy connectives introduced by Baczyński et al.,
which generalizes the Sheffer stroke operation in classical logic. However, the investigation …

The Choquet-like operator with respect to an admissible order as a tool for aggregating multivalued data

M Boczek, T Józefiak, M Kaluszka… - arXiv preprint arXiv …, 2024 - arxiv.org
In this paper, we propose a new generalization of the classical discrete Choquet integral to
the multivalued framework in terms of an admissible order that refines the natural partial …

A Choquet-like operator for aggregating multivalued data

A OKOLEWSKI - PAVOL JOZEFŠAFARIK UNIVERSITY IN KOŠICE, 2024 - unibook.upjs.sk
We propose a novel generalization of the classical discrete Choquet integral to the
multivalued framework in terms of an admissible order that refines the natural partial order …