NetTRS - Induction and Postprocessing of Decision Rules. - Marek Sikora; Marcin Michalak 001 (RSCTC, 2006)

Decision Rule Based Data Models Using NetTRS System Overview. - Marcin Michalak 001; Marek Sikora (Trans. Rough Sets, 2008)

Time Series Prediction Using New Adaptive Kernel Estimators. - Marcin Michalak 001 (Computer Recognition Systems 3, 2009)

Spectrum Evaluation on Multispectral Images by Machine Learning Techniques. - Marcin Michalak 001; Adam Switonski (ICCVG (2), 2010)

Detection of Tumor Tissue Based on the Multispectral Imaging. - Adam Switonski; Marcin Michalak 001; Henryk Josinski; Konrad W. Wojciechowski (ICCVG (2), 2010)

Mining for Mining - Application of Data Mining Tools for Coal Postprocessing Modelling. - Marcin Michalak 001; Sebastian Iwaszenko; Krzysztof Wierzchowski (ACIIDS Posters, 2011)

Generating and Postprocessing of Biclusters from Discrete Value Matrices. - Marcin Michalak 001; Magdalena Stawarz (ICCCI (1), 2011)

Approximation of a Coal Mass by an Ultrasonic Sensor Using Regression Rules. - Marek Sikora; Marcin Michalak 001; Beata Sikora (PReMI, 2011)

Rough Numbers and Rough Regression. - Marcin Michalak 001 (RSFDGrC, 2011)

Adaptive kernel approach to the time series prediction. - Marcin Michalak 001 (Pattern Anal. Appl., 2011)

Time Series Prediction with Periodic Kernels. - Marcin Michalak 001 (Computer Recognition Systems 4, 2011)

Kernel Postprocessing of Multispectral Images. - Marcin Michalak 001; Adam Switonski (Computer Recognition Systems 4, 2011)

Foundations of Rough Biclustering. - Marcin Michalak 001 (ICAISC (2), 2012)

ORG - Oblique Rules Generator. - Marcin Michalak 001; Marek Sikora; Patryk Ziarnik (ICAISC (2), 2012)

eBi - The Algorithm for Exact Biclustering. - Magdalena Stawarz; Marcin Michalak 001 (ICAISC (2), 2012)

Analysis of Deformation of Mining Chains Based on Motion Tracking. - Marcin Michalak 001; Karolina Nurzynska; Andrzej Pytlik; Krzysztof Paczesniowski (ISVC (2), 2012)

HRoBi - The Algorithm for Hierarchical Rough Biclustering. - Marcin Michalak 001; Magdalena Stawarz (ICAISC (2), 2013)

PCA Based Oblique Decision Rules Generating. - Marcin Michalak 001; Karolina Nurzynska (ICANNGA, 2013)

Influence of Low-Level Features Extracted from Rhythmic and Harmonic Sections on Music Genre Classification. - Aldona Rosner; Felix Weninger; Björn W. Schuller; Marcin Michalak 001; Bozena Kostek (ICMMI, 2013)

Is it Possible to Have a Feasible Enclosure-Computing Method Which Is Independent of the Equivalent Form? - Marcin Michalak 001; Vladik Kreinovich (Reliab. Comput., 2013)

HiBi - The Algorithm of Biclustering the Discrete Data. - Marcin Michalak 001; Magdalena Lachor; Andrzej Polanski (ICAISC (2), 2014)

Advanced Oblique Rule Generating Based on PCA. - Marcin Michalak 001; Karolina Nurzynska (ICAISC (1), 2014)

Rule quality measures settings in a sequential covering rule induction algorithm - an empirical approach. - Marcin Michalak 001; Marek Sikora; Lukasz Wróbel (FedCSIS, 2015)

Diagnostic Model for Longwall Conveyor Engines. - Marcin Michalak 001; Beata Sikora; Jurand Sobczyk (ICMMI, 2015)

Influence of Outliers Introduction on Predictive Models Quality. - Mateusz Kalisch; Marcin Michalak 001; Marek Sikora; Lukasz Wróbel; Piotr Przystalka (BDAS, 2016)

Application of RapidMiner and R Environments to Dangerous Seismic Events Prediction. - Marcin Michalak 001; Katarzyna Dusza; Dominik Korda; Krzysztof Kozlowski; Bartlomiej Szwej; Michal Kozielski; Marek Sikora; Lukasz Wróbel (FedCSIS, 2016)

Data Intensive vs Sliding Window Outlier Detection in the Stream Data - An Experimental Approach. - Mateusz Kalisch; Marcin Michalak 001; Marek Sikora; Lukasz Wróbel; Piotr Przystalka (ICAISC (2), 2016)

Outlier Detection and Elimination in Stream Data - An Experimental Approach. - Mateusz Kalisch; Marcin Michalak 001; Piotr Przystalka; Marek Sikora; Lukasz Wróbel (IJCRS, 2016)

Rule Quality Measures Settings in Classification, Regression and Survival Rule Induction - an Empirical Approach. - Lukasz Wróbel; Marek Sikora; Marcin Michalak 001 (Fundam. Informaticae, 2016)

The Use of the TGŚP Module as a Database to Identify Breaks in the Work of Mining Machinery. - Jaroslaw Brodny; Magdalena Tutak; Marcin Michalak 001 (BDAS, 2017)

A Data Warehouse as an Indispensable Tool to Determine the Effectiveness of the Use of the Longwall Shearer. - Jaroslaw Brodny; Magdalena Tutak; Marcin Michalak 001 (BDAS, 2017)

Predicting seismic events in coal mines based on underground sensor measurements. - Andrzej Janusz; Marek Grzegorowski; Marcin Michalak 001; Lukasz Wróbel; Marek Sikora; Dominik Slezak (Eng. Appl. Artif. Intell., 2017)

The Use of Distributed Data Storage and Processing Systems in Bioinformatic Data Analysis. - Michal Bochenek; Kamil Folkert; Roman Jaksik; Michal Krzeslak; Marcin Michalak 001; Marek Sikora; Tomasz Steclik; Lukasz Wróbel (BDAS, 2018)

Boolean Representation for Exact Biclustering. - Marcin Michalak 001; Dominik Slezak (Fundam. Informaticae, 2018)

Anomaly Detection in Network Traffic Security Assurance. - Andrzej Bialas; Marcin Michalak 001; Barbara Flisiuk (DepCoS-RELCOMEX, 2019)

Induction of Centre-Based Biclusters in Terms of Boolean Reasoning. - Marcin Michalak 001 (ICMMI, 2019)

Cloud Decision Support System for Risk Management in Railway Transportation. - Wojciech Górka; Jacek Baginski; Michal Socha; Tomasz Steclik; Dawid Lesniak; Marek Wojtas; Barbara Flisiuk; Marcin Michalak 001 (ICSOFT, 2019)

On Boolean Representation of Continuous Data Biclustering. - Marcin Michalak 001; Dominik Slezak (Fundam. Informaticae, 2019)

Heuristic Search of Exact Biclusters in Binary Data. - Marcin Michalak 001; Roman Jaksik; Dominik Slezak (Int. J. Appl. Math. Comput. Sci., 2020)

Outlier Detection in Network Traffic Monitoring. - Marcin Michalak 001; Lukasz Wawrowski; Marek Sikora; Rafal Kurianowicz; Artur Kozlowski; Andrzej Bialas (ICPRAM, 2021)

Detecting anomalies and attacks in network traffic monitoring with classification methods and XAI-based explainability. - Lukasz Wawrowski; Marcin Michalak 001; Andrzej Bialas; Rafal Kurianowicz; Marek Sikora; Mariusz Uchronski; Adrian Kajzer (KES, 2021)

Boolean Reasoning-Based Biclustering for Shifting Pattern Extraction. - Marcin Michalak 001; Jesús S. Aguilar-Ruiz (CoRR, 2021)

Dataset Generation Framework for Evaluation of IoT Linux Host-Based Intrusion Detection Systems. - Blazej Adamczyk; Maksym Brzeczek; Marcin Michalak 001; Iwona Kostorz; Lukasz Wawrowski; Marek Hermansa; Michal Czerwinski; Antoni Jamiolkowski (IEEE Big Data, 2022)

Multiclass Classification Performance Curve. - Jesús S. Aguilar-Ruiz; Marcin Michalak 001 (IEEE Access, 2022)

Hierarchical heuristics for Boolean-reasoning-based binary bicluster induction. - Marcin Michalak 001 (Acta Informatica, 2022)

Theoretical backgrounds of Boolean reasoning-based binary n-clustering. - Marcin Michalak 001 (Knowl. Inf. Syst., 2022)

Sensor-Based Predictive Maintenance with Reduction of False Alarms - A Case Study in Heavy Industry. - Marek Hermansa; Michal Kozielski; Marcin Michalak 001; Krzysztof Szczyrba; Lukasz Wróbel; Marek Sikora (Sensors, 2022)

Cybersecurity Threat Detection in the Behavior of IoT Devices: Analysis of Data Mining Competition Results. - Michal Czerwinski; Marcin Michalak 001; Piotr Biczyk; Blazej Adamczyk; Daniel Iwanicki; Iwona Kostorz; Maksym Brzeczek; Andrzej Janusz; Marek Hermansa; Lukasz Wawrowski; Artur Kozlowski (FedCSIS, 2023)

A New Data Model for Behavioral Based Anomaly Detection in IoT Device Monitoring. - Marcin Michalak 001; Piotr Biczyk; Blazej Adamczyk; Maksym Brzeczek; Marek Hermansa; Iwona Kostorz; Lukasz Wawrowski; Michal Czerwinski (IJCRS, 2023)

Anomaly Detection Module for Network Traffic Monitoring in Public Institutions. - Lukasz Wawrowski; Andrzej Bialas; Adrian Kajzer; Artur Kozlowski; Rafal Kurianowicz; Marek Sikora; Agnieszka Szymanska-Kwiecien; Mariusz Uchronski; Milosz Bialczak; Maciej Olejnik; Marcin Michalak 001 (Sensors, 2023)

Special Issue: Machine Learning and Data Analysis. - Marcin Michalak 001 (Symmetry, 2023)

Shifting Pattern Biclustering and Boolean Reasoning Symmetry. - Marcin Michalak 001; Jesús S. Aguilar-Ruiz (Symmetry, 2023)

Triclustering based on Boolean reasoning - a proof-of-concept. - Marcin Michalak 001 (KES, 2024)

IMCP: A Python package for imbalanced and multiclass data classifier performance comparison. - Jesús S. Aguilar-Ruiz; Marcin Michalak 001; Lukasz Wróbel (SoftwareX, 2024)