Scholar
Michal Wozniak
Google Scholar ID: xja9IUgAAAAJ
Wroclaw University of Science and Technology (Politechnika Wrocławska)
continual machine learning
classifier ensemble
imbalanced data
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Citations & Impact
All-time
Citations
6,100
H-index
33
i10-index
82
Publications
20
Co-authors
96
list available
Contact
Email
michal.wozniak@pwr.edu.pl
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Publications
3 items
Unlearning-based sliding window for continual learning under concept drift
2026
Cited
0
MFmamba: A Multi-function Network for Panchromatic Image Resolution Restoration Based on State-Space Model
2025
Cited
0
Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
2025
Cited
0
Resume
Academic Achievements
- Recent publications:
- What is the role of memorization in Continual Learning?
- Holistic Continual Learning under Concept Drift with Adaptive Memory Realignment
- Automatic Performance Assessment -- Step Toward Autonomous Mobile Network Management Systems
- Using Multi-Objective Optimization to build non-Random Forest
- A Natural Gas Consumption Forecasting System for Continual Learning Scenarios based on Hoeffding Trees with Change Point Detection Mechanism
- Mf-net: multi-feature fusion network based on two-stream extraction and multi-scale enhancement for face forgery detection
- Continual Learning with Weight Interpolation
- RTM-UAVDet: a real-time multimodal UAV detector
- Local neighborhood encodings for imbalanced data classification
- Awards:
- BEST PAPER AWARD FOR CLVISION CVPR WORKSHOP 2024
Research Experience
- Project leader:
- lmlds (2021-2024)
- moo (2020-2025)
- idstream (2018-2022)
- id (2016-2020)
- ds (2014-2017)
- Involved in projects:
- swarog
- eon
- Positions held:
- Chair of the Department of Systems and Computer Networks
- Editor-in-Chief of Pattern Analysis and Applications (Springer)
- Member of the Scientific Council of the Institute of Computer Science PAS
- Board member of the Committee on Informatics of the Polish Academy of Sciences
- Former chair of the Scientific Council of Information and Communication Technology (Wroclaw University of Science and Technology) (2021-2024)
Background
Research interests include machine learning, pattern recognition, classifier ensemble, and data stream mining.
Miscellany
Personal interests and hobbies not mentioned
Co-authors
8 total
Bartosz Krawczyk
Assistant Professor, Center for Imaging Science, Rochester Institute of Technology, USA
Francisco Herrera
Professor Computer Science and AI, DaSCI Research Institute, Granada University, Spain
Michał Koziarski
The Hospital for Sick Children, University of Toronto, Vector Institute
Pawel Zyblewski
PhD, Wroclaw University of Science and Technology (Politechnika Wrocławska)
Joao Gama
Professor Emeritus, Faculty of Economics, University of Porto, and INESC TEC
Jerzy Stefanowski
Poznan University of Technology
Ajith Abraham
Sai University, India
Leandro Minku
Associate Professor, University of Birmingham