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Jerzy Stefanowski

Poznan University of Technology

Pl. Marii Skłodowskiej-Curie 5

60-965

Poland

  • Poznan University of Technology

SCHOLARLY PAPERS

2

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56

TOTAL CITATIONS

0

Scholarly Papers (2)

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1.

Explaining Data Changes with Prototypes: A Measure-Driven Approach

Number of pages: 24 Posted: 07 Apr 2025 Last Revised: 10 Oct 2025
Jacek Karolczak and Jerzy Stefanowski
Poznan University of Technology and Poznan University of Technology
Downloads 35 (1,263,436)

Abstract:

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Explainable Artificial Intelligence, Prototype explanation, Data shift, Evolving data stream

2.

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

Number of pages: 30 Posted: 21 Apr 2026
Salvatore Greco, Jacek Karolczak, Roman Słowiński and Jerzy Stefanowski
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