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Michał Woźniak
Full Professor, Department of Systems and Computer Networks, Wroclaw University of Science and Technology
Joined
February 2021
Names
Michał Woźniak
(Preferred)
,
Michal Wozniak
Emails
****@pwr.edu.pl
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
LinkedIn
Semantic Scholar
Career & Education History
Full Professor
Department of Systems and Computer Networks,
Wroclaw University of Science and Technology
(pwr.edu.pl)
2015
–
Present
Advisors, Relations & Conflicts
PhD Advisor
Bartosz Krawczyk
Present
PhD Advisor
Pawel Zyblewski
Present
PhD Advisor
Jakub Klikowski
Present
PhD Advisor
Pawel Ksieniewicz
Present
Coauthor
Dariusz Jankowski
Present
Coauthor
Alberto Cano
Present
Coauthor
Francisco Herrera
Present
Coauthor
Katarzyna Stapor
Present
Expertise
pattern classification
Present
classifier ensemble
Present
imbalanced data
Present
data stream classification
Present
concept drift
Present
life-long machine learning
Present
continuous machine learning
Present
xAI
Present
machine learning
1992
–
Present
Publications
What is the role of memorization in Continual Learning?
Jędrzej Kozal
,
Jan Wasilewski
,
Alif Ashrafee
,
Bartosz Krawczyk
,
Michał Woźniak
Submitted to ICLR 2026
Readers:
Everyone
Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
Alif Ashrafee
,
Jędrzej Kozal
,
Michał Woźniak
,
Bartosz Krawczyk
Accepted by TMLR
Readers:
Everyone
Active Weighted Aging Ensemble for drifted data stream classification
Michal Wozniak
,
Pawel Zyblewski
,
Pawel Ksieniewicz
Published: 01 Jan 2023, Last Modified: 01 May 2023
Inf. Sci. 2023
Readers:
Everyone
Combining Self-labeling with Selective Sampling
Jedrzej Kozal
,
Michal Wozniak
Published: 01 Jan 2023, Last Modified: 01 May 2023
CoRR 2023
Readers:
Everyone
Selective ensemble of classifiers trained on selective samples
Amgad M. Mohammed
,
Enrique Onieva
,
Michal Wozniak
Published: 01 Jan 2022, Last Modified: 01 May 2023
Neurocomputing 2022
Readers:
Everyone
Employing chunk size adaptation to overcome concept drift
Jedrzej Kozal
,
Filip Guzy
,
Michal Wozniak
Published: 01 Jan 2022, Last Modified: 01 May 2023
J. Univers. Comput. Sci. 2022
Readers:
Everyone
Employing Convolutional Neural Networks for Continual Learning
Marcin Jasinski
,
Michal Wozniak
Published: 01 Jan 2022, Last Modified: 01 May 2023
ICAISC (1) 2022
Readers:
Everyone
An analysis of heuristic metrics for classifier ensemble pruning based on ordered aggregation
Amgad M. Mohammed
,
Enrique Onieva
,
Michal Wozniak
,
Gonzalo Martínez-Muñoz
Published: 01 Jan 2022, Last Modified: 01 May 2023
Pattern Recognit. 2022
Readers:
Everyone
Deterministic Sampling Classifier with weighted Bagging for drifted imbalanced data stream classification
Jakub Klikowski
,
Michal Wozniak
Published: 01 Jan 2022, Last Modified: 01 May 2023
Appl. Soft Comput. 2022
Readers:
Everyone
Tracking changes using Kullback-Leibler divergence for the continual learning
Sebastián Basterrech
,
Michal Wozniak
Published: 01 Jan 2022, Last Modified: 01 May 2023
SMC 2022
Readers:
Everyone
View all 62 publications
Co-Authors
Agata Gielczyk
Alberto Cano
Alif Ashrafee
Amgad M. Mohammed
Andrzej Kasprzak
Bartosz Krawczyk
Bernhard Pfahringer
Boguslaw Cyganek
Colin Bellinger
Daniel Urda
Emilio Corchado
Enrique Onieva
Filip Guzy
Francisco Herrera
Gonzalo Martínez-Muñoz
Héctor Quintián
Isaac Triguero
Jakub Klikowski
Jakub Zgraja
Jan Wasilewski
Jedrzej Kozal
Jerzy Kowalski
Jerzy Stefanowski
Joanna Grzyb
José A. Sáez
View all 51 co-authors