Filip Guzy

Filip Guzy
Wroclaw University of Science and Technology | WUT · Department of Systems and Computer Networks

MSc

About

4
Publications
251
Reads
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6
Citations
Additional affiliations
October 2019 - August 2020
Wroclaw University of Science and Technology
Position
  • Research and Teaching Assistant
Education
March 2018 - July 2019
Wroclaw University of Science and Technology
Field of study
  • Computer Science
October 2014 - February 2018
Wroclaw University of Science and Technology
Field of study
  • Control Engineering and Robotics

Publications

Publications (4)
Article
Full-text available
Modern analytical systems must process streaming data and correctly respond to data distribution changes. The phenomenon of changes in data distributions is called concept drift , and it may harm the quality of the used models. Additionally, the possibility of concept drift appearance causes that the used algorithms must be ready for the continuous...
Chapter
Generative Adversarial Networks (GANs) are among the most popular contemporary machine learning algorithms. Despite remarkable successes in their developments, existing GANs cannot offer the appropriate tools to monitor their performance in a continual learning scenario when data distribution changes. We propose a complete framework for monitoring...
Preprint
Full-text available
Modern analytical systems must be ready to process streaming data and correctly respond to data distribution changes. The phenomenon of changes in data distributions is called concept drift, and it may harm the quality of the used models. Additionally, the possibility of concept drift appearance causes that the used algorithms must be ready for the...
Chapter
Streaming data analysis is currently a rapidly growing research direction. One of the serious problems hindering the data stream classification is the fact that during the exploitation of the model, its probabilistic characteristics may change. This phenomenon is called concept drift. Until today, multiple methods have been proposed to overcome the...

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Cited By

Projects

Project (1)
Project
Objectives: A. New development in the drift concept area. B. Advanced streaming data research using recurrent systems. C. Lifelong learning on streaming data. This project involves researchers from Faculty of Electrical Engineering and Computer Science (FEI), VŠBTechnical University of Ostrava and the Department of Systems and Computer Networks, Wroclaw University of Science and Technology.