Repozytorium Uniwersytetu Zielonogórskiego udostępnia 9 721 obiektów cyfrowych
Obiekt
Tytuł: Managing uncertainty in federated learning via interval fuzzy sets and entropy-based fusion
Contributor:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
This paper introduces a federated learning framework designed to improve the reliability of diagnostic models under conditions of uncertainty, with a particular focus on medical applications such as breast cancer diagnosis. The proposed method integrates interval-valued fuzzy sets to capture data imprecision and employs logistic regression enhanced with interval-based parameter estimation. ; Model parameters are aggregated across clients using the Choquet integral, extended with an entropy-based weighting scheme that accounts for both model performance and uncertainty. Experimental results on the Wisconsin breast cancer dataset demonstrate that the proposed federated architecture achieves superior performance compared to traditional methods, particularly in non-IID and unbalanced data scenarios. The framework offers robust privacy preservation, effective uncertainty modeling, and improved classification accuracy, making it suitable for high-stakes, privacy-sensitive domains.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 36, number 2 (2026) ; kliknij tutaj, żeby przejść
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Kolekcje, do których przypisany jest obiekt:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2026)
Data ostatniej modyfikacji:
17 cze 2026
Data dodania obiektu:
17 cze 2026
Liczba wyświetleń treści obiektu:
49
Wszystkie dostępne wersje tego obiektu:
https://www.zbc.uz.zgora.pl/repozytorium/publication/108331
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| Nazwa wydania | Data |
|---|---|
| Managing uncertainty in federated learning via interval fuzzy sets and entropy-based fusion | 17 cze 2026 |
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Tadeusiewicz, Ryszard (1947- ) Ogiela, Marek R. Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Pękala, Barbara Grochowalski, Piotr Szmidt, Eulalia Kusy, Maciej - ed. Scherer, Rafał - ed. Krzyżak, Adam - ed.
