Stream-learn — open-source Python library for difficult data stream batch analysis

Ksieniewicz, P. and Zyblewski, P.

Neurocomputing, 2022
W ramach projektu IDSTREAM

Efficient dynamic routing in Spectrally-Spatially Flexible Optical Networks based on traffic categorization and supervised learning methods

Goścień, Róża and Ksieniewicz, Paweł

Optical Switching and Networking, 2022

Hybrid Regression Model for Link Dimensioning in Spectrally-Spatially Flexible Optical Networks

Wojciechowski, Szymon and Goscien, Roza and Ksieniewicz, Pawel and Walkowiak, Krzysztof

IEEE Access, 2022

Long-term prediction of multiple types of time-varying network traffic using chunk-based ensemble learning

Knapińska, Aleksandra and Lechowicz, Piotr and Węgier, Weronika and Walkowiak, Krzysztof

Applied Soft Computing, 2022
W ramach projektu MAAN

Deterministic Sampling Classifier with weighted Bagging for drifted imbalanced data stream classification

Klikowski, Jakub and Woźniak, Michał

Applied Soft Computing, 2022
W ramach projektu IDSTREAM

Concept drift detector based on centroid distance analysis

Klikowski, Jakub

2022 International Joint Conference on Neural Networks (IJCNN), 2022
W ramach projektu IDSTREAM

Employing chunk size adaptation to overcome concept drift

Kozal, Jędrzej and Guzy, Filip and Woźniak, Michał

JUCS - Journal of Universal Computer Science, 2022

How Machine Learning May Prevent the Breakdown of Democracy by Contributing to Fake News Detection

Choras, Michal and Pawlicka, Aleksandra and Kozik, Rafal and Wozniak, Michal

IT Professional, 2022

Technical solution to counter potential crime: Text analysis to detect fake news and disinformation

Kozik, Rafał and Kula, Sebastian and Choraś, Michał and Woźniak, Michał

Journal of Computational Science, 2022

An analysis of heuristic metrics for classifier ensemble pruning based on ordered aggregation

Mohammed, Amgad M. and Onieva, Enrique and Woźniak, Michał and Martínez-Muñoz, Gonzalo

Pattern Recognition, 2022
W ramach projektu IDSTREAM

Waste Reduction Methods Used in Construction Companies with Regards to Selected Building Products

Białko, Marta and Hoła, Bożena and Topolski, Mariusz and Woźniak, Zuzanna

Applied Sciences, 2022

Modification of the Principal Component Analysis Method Based on Feature Rotation by Class Centroids

Topolski, Mariusz and Beza, Marcin

JUCS - Journal of Universal Computer Science, 2022
W ramach projektu IDSTREAM

The impact of the COVID-19 pandemic on the mental health of children with psychiatric diagnoses – multidimensional CCPCA Model

Kalenik, Anna Maria and Topolski, Mariusz and Górnik, Justyna and Wolańczyk, Tomasz

BMC Psychiatry, 2022

Processing data stream with chunk-similarity model selection

Ksieniewicz, Pawel

Applied Intelligence, 2022
W ramach projektu IDSTREAM

Statistical Drift Detection Ensemble for batch processing of data streams

Komorniczak, Joanna and Zyblewski, Paweł and Ksieniewicz, Paweł

Knowledge-Based Systems, 2022
W ramach projektu IDSTREAM

Selective ensemble of classifiers trained on selective samples

M. Mohammed, Amgad and Onieva, Enrique and Woźniak, Michał

Neurocomputing, 2022
W ramach projektu IDSTREAM

Data stream generation through real concept’s interpolation

Komorniczak, Joanna and Ksieniewicz, Pawel

ESANN 2022 proceedings, 2022
W ramach projektu IDSTREAM

Adapting K-Means Algorithm for Pair-Wise Constrained Clustering of Imbalanced Data Streams

Wojciechowski, Szymon and González-Almagro, Germán and García, Salvador and Woźniak, Michał

Hybrid Artificial Intelligent Systems, 2022
W ramach projektu IDSTREAM

Efficient Network Traffic Prediction After a Node Failure

Goscien, Roza and Knapinska, Aleksandra

2022 International Conference on Optical Network Design and Modeling (ONDM), 2022
W ramach projektu MAAN

On Feature Selection in Short-Term Prediction of Backbone Optical Network Traffic

Knapinska, Aleksandra and Poltorak, Katarzyna and Poreba, Dominika and Miszczyk, Jan and Daniluk, Mateusz and Walkowiak, Krzysztof

2022 International Conference on Optical Network Design and Modeling (ONDM), 2022
W ramach projektu MAAN

Imbalanced Data Stream Classification Assisted by Prior Probability Estimation

Komorniczak, Joanna and Zyblewski, Pawel and Ksieniewicz, Pawel

2022 International Joint Conference on Neural Networks (IJCNN), 2022
W ramach projektu IDSTREAM

Multicriteria Classifier Ensemble Learning for Imbalanced Data

Wegier, Weronika and Koziarski, Michal and Wozniak, Micha

IEEE Access, 2022
W ramach projektu MOO

Inductive Parallel Learning for Multiple Classification Problems

Borek, Weronika and Ksieniewicz, Pawel

2022 International Joint Conference on Neural Networks (IJCNN), 2022

Delayed Squeezed Dedicated Path Protection in Spectrally-Spatially Flexible Optical Networks

Lechowicz, Piotr and Knapinska, Aleksandra and Walkowiak, Krzysztof

2022 12th International Workshop on Resilient Networks Design and Modeling (RNDM), 2022

SVM ensemble training for imbalanced data classification using multi-objective optimization techniques

Grzyb, Joanna and Woźniak, Michał

Applied Intelligence, 2022
W ramach projektu MOO

Short-Term Network Traffic Prediction with Multilayer Perceptron

Ganowicz, Agnieszka and Starosta, Bartosz and Knapinska, Aleksandra and Walkowiak, Krzysztof

2022 6th SLAAI International Conference on Artificial Intelligence (SLAAI-ICAI), 2022
W ramach projektu MAAN

Prediction of Multiple Types of Traffic with a Novel Evaluation Metric Related to Bandwidth Blocking

Knapinska, Aleksandra and Lechowicz, Piotr and Walkowiak, Krzysztof

GLOBECOM 2022 - 2022 IEEE Global Communications Conference, 2022
W ramach projektu MAAN

Author Correction: 53BP1 regulates heterochromatin through liquid phase separation

Zhang, Lei and Geng, Xinran and Wang, Fangfang and Tang, Jinshan and Ichida, Yu and Sharma, Arishya and Jin, Sora and Chen, Mingyue and Tang, Mingliang and Pozo, Franklin Mayca and Wang, Wenxiu and Wang, Janet and Wozniak, Michal and Guo, Xiaoxia and Miyagi, Masaru and Jin, Fulai and Xu, Yongjie and Yao, Xinsheng and Zhang, Youwei

Nature Communications, 2022