Piotr Duda
associate professor
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About
Dr. Piotr Duda is an associate professor at Politechnika Częstochowska in Poland. His research areas include probabilistic neural networks, incremental learning, and data stream methodologies, with applications across air pollution monitoring and image-based recommender systems. Recent publications highlight his focus on convergence in stream data mining algorithms and innovative approaches in pattern classification.
Articles (6)
Year:
2024
Year:
2024
Year:
2024
Year:
2023
One of the fundamental issues of modern society is access to interesting and useful content. As the amount of available content increases, this task becomes more and more challenging. Our needs are not always formulated in words; sometimes we have to use complex data types like images. In this paper, we consider the three approaches to creating recommender systems based on image data. The proposed systems are evaluated on a real-world dataset. Two case studies are presented. The first one presents the case of an item with many similar objects in a database, and the second one with only a few similar items.
Year:
2023
Year:
2020
Collaborators (3)
Ivan Laktionov
-
Maciej Jaworski
Cracow University of Technology
Leszek Rutkowski
Systems Research Institute
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