Michal Wozniak
Scholar

Michal Wozniak

Google Scholar ID: xja9IUgAAAAJ
Wroclaw University of Science and Technology (Politechnika Wrocławska)
continual machine learningclassifier ensembleimbalanced data
Citations & Impact
All-time
Citations
6,100
 
H-index
33
 
i10-index
82
 
Publications
20
 
Co-authors
96
list available
Resume (English only)
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