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Journal of Artificial Intelligence and Soft Computing Research
Volume 15 (2025): Issue 2 (March 2025)
Open Access
A Novel Method for Drift Detection in Streaming Data Based on Measurement of Changes in Feature Ranks
Piotr Porwik
Piotr Porwik
Institute of Computer Science, Faculty of Science and Technology, University of Silesia
Sosnowiec, Poland
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Porwik, Piotr
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Tomasz Orczyk
Tomasz Orczyk
Institute of Computer Science, Faculty of Science and Technology, University of Silesia
Sosnowiec, Poland
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Orczyk, Tomasz
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Krzysztof Wrobel
Krzysztof Wrobel
Institute of Computer Science, Faculty of Science and Technology, University of Silesia
Sosnowiec, Poland
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Wrobel, Krzysztof
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Benjamin Mensah Dadzie
Benjamin Mensah Dadzie
Institute of Computer Science, Faculty of Science and Technology, University of Silesia
Sosnowiec, Poland
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Dadzie, Benjamin Mensah
Feb 05, 2025
Journal of Artificial Intelligence and Soft Computing Research
Volume 15 (2025): Issue 2 (March 2025)
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Published Online:
Feb 05, 2025
Page range:
147 - 166
Received:
Oct 02, 2024
Accepted:
Dec 01, 2024
DOI:
https://doi.org/10.2478/jaiscr-2025-0008
Keywords
feature ranking, feature drift, data stream, drift detection, stream classification methods
© 2025 Piotr Porwik et al., published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.