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Roman Słowiński

Poznan University of Technology

SCHOLARLY PAPERS

4

DOWNLOADS

76

TOTAL CITATIONS

0

Scholarly Papers (4)

1.

GranFRRI: Improving Fuzzy Rough Rule Induction with Granular Approximations

Number of pages: 22 Posted: 01 Dec 2025
Ghent University, Ghent University, Ghent University, University of Catania - Department of Economics and Business and Poznan University of Technology
Downloads 32 (1,304,549)

Abstract:

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Fuzzy rough set theory, Rule induction, classification, Granular approximations, Data inconsistency

2.

PREF-XAI: Preference-Based Personalized Rule Explanations of Black-Box Machine Learning Models

Number of pages: 30 Posted: 21 Apr 2026
University of Catania - Department of Economics and Business, Poznan University of Technology, Poznan University of Technology and Poznan University of Technology
Downloads 21 (1,459,862)

Abstract:

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Explainable AI, Preference-based Explainable AI, Interpretable decision rules, Preference learning, Robust ordinal regression

3.

Preference Representation in Multiple Criteria Decision Aiding with Seven-Valued Logic

Number of pages: 35 Posted: 03 Sep 2025
Salvatore Greco and Roman Słowiński
University of Catania - Department of Economics and Business and Poznan University of Technology
Downloads 19 (1,459,862)

Abstract:

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Preference representation, Multiple criteria decision aiding, Seven-valued logic, Robustness concern, Traceability, Ordinal regression

4.

An explainable decision-rule-guided group decision-making method for multiple-criteria sorting problems

Number of pages: 25 Posted: 07 Jul 2026
Jie Guo, Salvatore Greco and Roman Słowiński
Nanjing University of Aeronautics and Astronautics - College of Economics and Management, University of Catania - Department of Economics and Business and Poznan University of Technology
Downloads 4

Abstract:

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Multiple-criteria sorting, Decision rule preference model, Group decision-making, Interpretable group sorting, Confidence-weighted inconsistency