4 citations · 5 across the 7 of their papers we have counts for
7 papers
PREF-XAI: Preference-Based Personalized Rule Explanations of Black-Box Machine Learning Models
Salvatore Greco, Jacek Karolczak, Roman Słowiński +1
Explainable artificial intelligence (XAI) has predominantly focused on generating model-centric explanations that approximate the behavior of black-box models. However, such explan…
An Explainable and Interpretable Composite Indicator Based on Decision Rules
Salvatore Corrente, Salvatore Greco, Roman Słowiński +1
Composite indicators are widely used to score or classify units evaluated on multiple criteria. Their construction typically involves aggregating criteria evaluations, a common pra…
Representation of preferences for multiple criteria decision aiding in a new seven-valued logic
Salvatore Greco, Roman Słowiński
The seven-valued logic considered in this paper naturally arises within the rough set framework, allowing to distinguish vagueness due to imprecision from ambiguity due to coarsene…
Fuzzy granular approximation classifier
Marko Palangetić, Chris Cornelis, Salvatore Greco +1
In this article, a new Fuzzy Granular Approximation Classifier (FGAC) is introduced. The classifier is based on the previously introduced concept of the granular approximation and…
Multi-class granular approximation by means of disjoint and adjacent fuzzy granules
Marko Palangetić, Chris Cornelis, Salvatore Greco +1
In granular computing, fuzzy sets can be approximated by granularly representable sets that are as close as possible to the original fuzzy set w.r.t. a given closeness measure. Suc…
A Novel Machine Learning Approach to Data Inconsistency with respect to a Fuzzy Relation
Marko Palangetić, Chris Cornelis, Salvatore Greco +1
Inconsistency in prediction problems occurs when instances that relate in a certain way on condition attributes, do not follow the same relation on the decision attribute. For exam…
Recommending Multiple Criteria Decision Analysis Methods with A New Taxonomy-based Decision Support System
Marco Cinelli, Miłosz Kadziński, Grzegorz Miebs +2
We present the Multiple Criteria Decision Analysis Methods Selection Software (MCDA-MSS). This decision support system helps analysts answering a recurring question in decision sci…