Barbara Pȩkala

Institute of Computer Science — Poland

Decision Sciences · Social Sciences

11h-index475citations72works2.02yr avg
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Research Topics

Multi-Criteria Decision Making(45), Fuzzy Logic and Control Systems(35), Fuzzy Systems and Optimization(23), Rough Sets and Fuzzy Logic(15), Neural Networks and Applications(6)

Publications72 total

Unbalanced Data Supported by Federated Learning with Uncertainty by Different Aggregation Methods
Lecture notes in networks and systems·2025
Unique Method for Prognosis of Risk of Depressive Episodes Using Novel Measures to Model Uncertainty Under Data Privacy
Entropy·2025· 2 citedOpen Access
The Hybrid Method of Inference System Based on Experts’ Rules and Machine Learning with an Uncertainty Aspect
Lecture notes in networks and systems·2025
PRISM-FL–A Privacy-Aware Decision Support System for Enhanced Medical Diagnostics Based on Federated Learning
IEEE Access·2025Open Access
A Novel Method for Human Fall Detection Using Federated Learning and Interval-Valued Fuzzy Inference Systems
Journal of Artificial Intelligence and Soft Computing Research·2024· 4 citedOpen Access
Sensor-Based Injury Prediction in Football Using a New Interval-Valued Fuzzy Inference Library
2024
Federated Learning with the Choquet Integral as Aggregation Method
2024· 3 citedOpen Access
Applications of IFIS python library in interval-valued fuzzy inference problems
2024Open Access
The effectiveness of aggregation functions used in fuzzy local contrast constructions
Fuzzy Sets and Systems·2024· 1 cited
Python library for interval-valued fuzzy inference
SoftwareX·2024· 6 citedOpen Access
Fuzzy and rough approach to the problem of missing data in fall detection system
Fuzzy Sets and Systems·2024· 7 cited
Python Library for Interval-Valued Fuzzy Inference
SSRN Electronic Journal·2024· 1 citedOpen Access
Early detection of the risk of depressive episodes using a proprietary diagnostic test by new epistemic similarity measures
Applied Soft Computing·2023· 1 cited
Federated Similarity-Based Learning with Incomplete Data
2023· 3 citedOpen Access
A New Look at the Entropy of Interval-Valued Fuzzy Sets - Theory and Applications
2023· 2 cited
The Sugeno Integral Used for Federated Learning with Uncertainty for Unbalanced Data
2023· 4 citedOpen Access
A Comparison of Client Weighting Schemes in Federated Learning
Lecture notes in networks and systems·2023· 5 cited
Federated learning with uncertainty on the example of a medical data
2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)·2022· 11 citedOpen Access
Application of Fuzzy and Rough Logic to Posture Recognition in Fall Detection System
Sensors·2022· 15 citedOpen Access
Influence of Interval-Valued Measures on Classification Methods with Missing Values
Lecture notes in networks and systems·2022· 1 cited
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Frequent Co-authors

Urszula Bentkowska(15), Krzysztof Dyczkowski(14), Dawid Kosior(12), Jarosław Szkoła(10), Humberto Bustince(9), Javier Fernández(6), Dorota Gil(5), Anna Wilbik(5), Piotr Grochowalski(4), Krzysztof Balicki(3), Julio Lafuente(3), Aránzazu Jurío(2), Mikel Galar(2), Przemysław Grzegorzewski(2), Mikel Sesma‐Sara(2), Maksymilian Knap(2), Teresa Mroczek(2), Paweł Drygaś(2), Wojciech Rząsa(2), Eulalia Szmidt(2)