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)

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)

Demand forecasting in the fashion business - an example of customized nearest neighbour and linear mixed model approaches. - Joanna Henzel; Lukasz Wawrowski; Anna Kubina; Marek Sikora; Lukasz Wróbel (FedCSIS, 2022)

Towards automated detection of adversarial attacks on tabular data. - Piotr Biczyk; Lukasz Wawrowski (FedCSIS, 2023)

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)

BrightBox - A rough set based technology for diagnosing mistakes of machine learning models. - Andrzej Janusz; Andzelika Zalewska; Lukasz Wawrowski; Piotr Biczyk; Jan Ludziejewski; Marek Sikora; Dominik Slezak (Appl. Soft Comput., 2023)

Towards consistency of rule-based explainer and black box model - Fusion of rule induction and XAI-based feature importance. - Michal Kozielski; Marek Sikora; Lukasz Wawrowski (Knowl. Based Syst., 2025)