Prior Probability Estimation in Dynamically Imbalanced Data Streams. - Joanna Komorniczak; Pawel Zyblewski; Pawel Ksieniewicz (IJCNN, 2021)

Data stream generation through real concept's interpolation. - Joanna Komorniczak; Pawel Ksieniewicz (ESANN, 2022)

Imbalanced Data Stream Classification Assisted by Prior Probability Estimation. - Joanna Komorniczak; Pawel Zyblewski; Pawel Ksieniewicz (IJCNN, 2022)

Data complexity and classification accuracy correlation in oversampling algorithms. - Joanna Komorniczak; Pawel Ksieniewicz; Michal Wozniak 001 (LIDTA, 2022)

problexity - an open-source Python library for binary classification problem complexity assessment. - Joanna Komorniczak; Pawel Ksieniewicz (CoRR, 2022)

Statistical Drift Detection Ensemble for batch processing of data streams. - Joanna Komorniczak; Pawel Zyblewski; Pawel Ksieniewicz (Knowl. Based Syst., 2022)

Analysis of Extractive Text Summarization Methods as a Binary Classification Problem. - Joanna Komorniczak; Szymon Wojciechowski; Jakub Klikowski; Rafal Kozik; Michal Choras (CISIS-ICEUTE, 2023)

SWAROG Project Approach to Fake News Detection Problem. - Rafal Kozik; Joanna Komorniczak; Pawel Ksieniewicz; Aleksandra Pawlicka; Marek Pawlicki; Michal Choras (CISIS-ICEUTE, 2023)

Analysis of the Possibility to Employ Relationship Between the Problem Complexity and the Classification Quality as Model Optimization Proxy. - Joanna Komorniczak; Pawel Ksieniewicz; Michal Wozniak 001 (CORES/IP&C, 2023)

Incremental Extreme Learning Machine for Binary Data Stream Classification. - Karol Wojtachnia; Joanna Komorniczak; Pawel Ksieniewicz (CORES/IP&C, 2023)

torchosr - a PyTorch extension package for Open Set Recognition models evaluation in Python. - Joanna Komorniczak; Pawel Ksieniewicz (CoRR, 2023)

problexity - An open-source Python library for supervised learning problem complexity assessment. - Joanna Komorniczak; Pawel Ksieniewicz (Neurocomputing, 2023)

Complexity-based drift detection for nonstationary data streams. - Joanna Komorniczak; Pawel Ksieniewicz (Neurocomputing, 2023)

Involving Society to Protect Society from Fake News and Disinformation: Crowdsourced Datasets and Text Reliability Assessment. - Gracjan Katek; Marta Gackowska; Joanna Komorniczak; Pawel Ksieniewicz; Rafal Kozik; Marek Pawlicki; Michal Choras (ACIIDS (2), 2024)

Unsupervised Concept Drift Detection Based on Parallel Activations of Neural Network. - Joanna Komorniczak; Pawel Ksieniewicz (DELTA, 2024)

Classification of Recurrent Concepts with Metafeature-based Model Selection. - Joanna Komorniczak; Pawel Ksieniewicz (ICDM (Workshops), 2024)

Certainty-Based Neural Network Architecture Selection Framework for TinyML Systems. - Joanna Komorniczak; Tobiasz Puslecki; Pawel Ksieniewicz; Krzysztof Walkowiak (IEEE Access, 2024)

Structuring the Processing Frameworks for Data Stream Evaluation and Application. - Joanna Komorniczak; Pawel Ksieniewicz; Pawel Zyblewski (CoRR, 2024)

Distance profile layer for binary classification and density estimation. - Joanna Komorniczak; Pawel Ksieniewicz (Neurocomputing, 2024)

Towards explainable fake news detection and automated content credibility assessment: Polish internet and digital media use-case. - Rafal Kozik; Gracjan Katek; Marta Gackowska; Sebastian Kula; Joanna Komorniczak; Pawel Ksieniewicz; Aleksandra Pawlicka; Marek Pawlicki; Michal Choras (Neurocomputing, 2024)

torchosr - A PyTorch extension package for Open Set Recognition models evaluation in Python. - Joanna Komorniczak; Pawel Ksieniewicz (Neurocomputing, 2024)

On metafeatures' ability of implicit concept identification. - Joanna Komorniczak; Pawel Ksieniewicz (Mach. Learn., 2024)

Describing Nonstationary Data Streams in Frequency Domain. - Joanna Komorniczak (CoRR, 2025)

Taking class imbalance into account in open set recognition evaluation. - Joanna Komorniczak; Pawel Ksieniewicz (Neural Comput. Appl., 2025)

Synthetic Non-stationary Data Streams for Recognition of the Unknown. - Joanna Komorniczak (CoRR, 2025)

Transforming Datasets to Requested Complexity with Projection-based Many-Objective Genetic Algorithm. - Joanna Komorniczak (CoRR, 2025)