Accuracy Updated Ensemble for Data Streams with Concept Drift. - Dariusz Brzezinski; Jerzy Stefanowski (HAIS (2), 2011)

Adaptive XML Stream Classification Using Partial Tree-Edit Distance. - Dariusz Brzezinski; Maciej Piernik (ISMIS, 2014)

Prequential AUC for Classifier Evaluation and Drift Detection in Evolving Data Streams. - Dariusz Brzezinski; Jerzy Stefanowski (NFMCP, 2014)

Combining block-based and online methods in learning ensembles from concept drifting data streams. - Dariusz Brzezinski; Jerzy Stefanowski (Inf. Sci., 2014)

Open challenges for data stream mining research. - Georg Krempl; Indre Zliobaite; Dariusz Brzezinski; Eyke Hüllermeier; Mark Last; Vincent Lemaire 001; Tino Noack; Ammar Shaker; Sonja Sievi; Myra Spiliopoulou; Jerzy Stefanowski (SIGKDD Explor., 2014)

Reacting to Different Types of Concept Drift: The Accuracy Updated Ensemble Algorithm. - Dariusz Brzezinski; Jerzy Stefanowski (IEEE Trans. Neural Networks Learn. Syst., 2014)

XML clustering: a review of structural approaches. - Maciej Piernik; Dariusz Brzezinski; Tadeusz Morzy; Anna Lesniewska (Knowl. Eng. Rev., 2015)

Structural XML Classification in Concept Drifting Data Streams. - Dariusz Brzezinski; Maciej Piernik (New Gener. Comput., 2015)

Ensemble Diversity in Evolving Data Streams. - Dariusz Brzezinski; Jerzy Stefanowski (DS, 2016)

Bayesian Confirmation Measures in Rule-Based Classification. - Dariusz Brzezinski; Zbigniew Grudzinski; Izabela Szczech (NFMCP@PKDD/ECML, 2016)

PUT at SemEval-2016 Task 4: The ABC of Twitter Sentiment Analysis. - Mateusz Lango; Dariusz Brzezinski; Jerzy Stefanowski (SemEval@NAACL-HLT, 2016)

Clustering XML documents by patterns. - Maciej Piernik; Dariusz Brzezinski; Tadeusz Morzy (Knowl. Inf. Syst., 2016)

Discovering Minority Sub-clusters and Local Difficulty Factors from Imbalanced Data. - Mateusz Lango; Dariusz Brzezinski; Sebastian Firlik; Jerzy Stefanowski (DS, 2017)

Using Network Analysis to Improve Nearest Neighbor Classification of Non-network Data. - Maciej Piernik; Dariusz Brzezinski; Tadeusz Morzy; Mikolaj Morzy (ISMIS, 2017)

Tetrahedron: Barycentric Measure Visualizer. - Dariusz Brzezinski; Jerzy Stefanowski; Robert Susmaga; Izabela Szczech (ECML/PKDD (3), 2017)

Visual-Based Analysis of Classification Measures with Applications to Imbalanced Data. - Dariusz Brzezinski; Jerzy Stefanowski; Robert Susmaga; Izabela Szczech (CoRR, 2017)

Prequential AUC: properties of the area under the ROC curve for data streams with concept drift. - Dariusz Brzezinski; Jerzy Stefanowski (Knowl. Inf. Syst., 2017)

Stream Classification. - Jerzy Stefanowski; Dariusz Brzezinski (Encyclopedia of Machine Learning and Data Mining, 2017)

ImWeights: Classifying Imbalanced Data Using Local and Neighborhood Information. - Mateusz Lango; Dariusz Brzezinski; Jerzy Stefanowski (LIDTA@ECML/PKDD, 2018)

Visual-based analysis of classification measures and their properties for class imbalanced problems. - Dariusz Brzezinski; Jerzy Stefanowski; Robert Susmaga; Izabela Szczech (Inf. Sci., 2018)

Automatic recognition of ligands in electron density by machine learning. - Marcin Kowiel; Dariusz Brzezinski; Przemyslaw J. Porebski; Ivan G. Shabalin; Mariusz Jaskolski; Wladek Minor (Bioinform., 2019)

Fibonacci and k-Subsecting Recursive Feature Elimination. - Dariusz Brzezinski (CoRR, 2020)

On the Dynamics of Classification Measures for Imbalanced and Streaming Data. - Dariusz Brzezinski; Jerzy Stefanowski; Robert Susmaga; Izabela Szczech (IEEE Trans. Neural Networks Learn. Syst., 2020)

Detecting anomalies in X-ray diffraction images using convolutional neural networks. - Adam Czyzewski; Faustyna Krawiec; Dariusz Brzezinski; Przemyslaw J. Porebski; Wladek Minor (Expert Syst. Appl., 2021)

The impact of data difficulty factors on classification of imbalanced and concept drifting data streams. - Dariusz Brzezinski; Leandro L. Minku; Tomasz Pewinski; Jerzy Stefanowski; Artur Szumaczuk (Knowl. Inf. Syst., 2021)

Recognizing and validating ligands with CheckMyBlob. - Dariusz Brzezinski; Przemyslaw J. Porebski; Marcin Kowiel; Joanna M. Macnar; Wladek Minor (Nucleic Acids Res., 2021)

Random Similarity Forests. - Maciej Piernik; Dariusz Brzezinski; Pawel Zawadzki (ECML/PKDD (5), 2022)

DBFE: distribution-based feature extraction from structural variants in whole-genome data. - Maciej Piernik; Dariusz Brzezinski; Pawel Sztromwasser; Klaudia Pacewicz; Weronika Majer-Burman; Michal Gniot; Dawid Sielski; Oleksii Bryzghalov; Alicja Wozna; Pawel Zawadzki (Bioinform., 2022)

confidence-planner: Easy-to-Use Prediction Confidence Estimation and Sample Size Planning. - Antoni Klorek; Karol Roszak; Izabela Szczech; Dariusz Brzezinski (CoRR, 2023)

MSD-space: Visualizing the inner-workings of TOPSIS aggregations. - Robert Susmaga; Izabela Szczech; Piotr Zielniewicz; Dariusz Brzezinski (Eur. J. Oper. Res., 2023)

ART: Actually Robust Training. - Sebastian Chwilczynski; Kacper Trebacz; Karol Cyganik; Mateusz Malecki; Dariusz Brzezinski (ECML/PKDD (8), 2024)

Towards explainable TOPSIS: Visual insights into the effects of weights and aggregations on rankings. - Robert Susmaga; Izabela Szczech; Dariusz Brzezinski (Appl. Soft Comput., 2024)

Properties of Fairness Measures in the Context of Varying Class Imbalance and Protected Group Ratios. - Dariusz Brzezinski; Julia Stachowiak; Jerzy Stefanowski; Izabela Szczech; Robert Susmaga; Sofya Aksenyuk; Uladzimir Ivashka; Oleksandr Yasinskyi (ACM Trans. Knowl. Discov. Data, 2024)

The CausalBench challenge: A machine learning contest for gene network inference from single-cell perturbation data. - Mathieu Chevalley; Jacob Sackett-Sanders; Yusuf H. Roohani; Pascal Notin; Artemy Bakulin; Dariusz Brzezinski; Kaiwen Deng; Yuanfang Guan; Justin Hong; Michael Ibrahim 003; Wojciech Kotlowski; Marcin Kowiel; et al. (CLeaR, 2025)

Random Similarity Isolation Forests. - Sebastian Chwilczynski; Dariusz Brzezinski (PAKDD (1), 2025)

Among Them: A Game-Based Framework for Assessing Persuasion Capabilities of LLMs. - Mateusz Idziejczak; Vasyl Korzavatykh; Mateusz Stawicki; Andrii Chmutov; Marcin Korcz; Iwo Bladek; Dariusz Brzezinski (PAKDD (5), 2025)