| 2025 | ICCCI | Imbalanced Data Problem in INTERCO Detection. | Juliusz Losinski, Ireneusz Czarnowski |
| 2025 | KES | Selected approaches to handling class-imbalanced data in the context of network and network services security. | Mateusz Dampc, Ireneusz Czarnowski |
| 2025 | KES | A Comparative Study of Oversampling Techniques for Imbalanced Network Attack Detection. | Veronika Hordieieva, Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2025 | KES | Comparison of CNN architectures for INTERCO. | Juliusz Losinski, Ireneusz Czarnowski |
| 2025 | KES | A data-driven approach for reconstruction of damaged AIS messages. | Marta Szarmach, Ireneusz Czarnowski |
| 2024 | ICCCI | Reward-Based Hybrid Genetic Algorithm for Solving the Class Scheduling Problem. | Kamil Pieper, Bartosz Roczniok, Ireneusz Czarnowski |
| 2024 | KES | An implementation of the YOLO algorithm for the recognition of flags of the International Code of Signals. | Jakub Krajewski, Ireneusz Czarnowski |
| 2024 | KES | VAR vs XGBoost: Performance of both models in AIS data reconstruction. | Marta Szarmach, Ireneusz Czarnowski |
| 2023 | ICCCI | Learning from Imbalanced Data Streams Using Rotation-Based Ensemble Classifiers. | Ireneusz Czarnowski |
| 2023 | ICCS | Decision Tree-Based Algorithms for Detection of Damage in AIS Data. | Marta Szarmach, Ireneusz Czarnowski |
| 2023 | KES | Agent-based population learning algorithm for over-sampling in the classification of imbalanced data streams. | Ireneusz Czarnowski |
| 2023 | KES | An application for collecting and mining reports referring vulnerabilities and exposures in physical systems: A comparative study of selected clustering methods. | Krzysztof Sadowski, Pawel Wolski, Ireneusz Czarnowski |
| 2022 | ICCS | Impact of Clustering on a Synthetic Instance Generation in Imbalanced Data Streams Classification. | Ireneusz Czarnowski, Denis Mayr Lima Martins |
| 2022 | KES | A framework for the clustering and categorization of CISA reports. | Ireneusz Czarnowski |
| 2022 | KES | Application of Analytic Hierarchy Process in Selecting a State-Made Electronic Documentation Management System for Polish Municipalities. | Oskar Sek, Ireneusz Czarnowski |
| 2021 | ICCCI | Learning from Imbalanced Data Using Over-Sampling and the Firefly Algorithm. | Ireneusz Czarnowski |
| 2021 | ICCS | Learning from Imbalanced Data Streams Based on Over-Sampling and Instance Selection. | Ireneusz Czarnowski |
| 2021 | KES | Firefly algorithm for instance selection. | Ireneusz Czarnowski |
| 2021 | KES | DBSCAN algorithm for AIS data reconstruction. | Marta Mieczynska, Ireneusz Czarnowski |
| 2020 | KES | A Novel Framework for Decision Support System in Human Resource Management. | Ireneusz Czarnowski, Piotr Pszczlkowski |
| 2019 | ICCCI | An Approach to Imbalanced Data Classification Based on Instance Selection and Over-Sampling. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2018 | ICCCI | Cluster-Based Instance Selection for the Imbalanced Data Classification. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2018 | INISTA | Firefly Algorithm for the RBF Network Design. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2017 | INISTA | Stacking and rotation-based technique for machine learning classification with data reduction. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2017 | INISTA | Preface. | Piotr Jedrzejowicz, Tulay Yildirim, Ireneusz Czarnowski |
| 2016 | ICCCI | Bi-criteria Data Reduction for Instance-Based Classification. | Ireneusz Czarnowski, Joanna Jedrzejowicz, Piotr Jedrzejowicz |
| 2016 | SMC | An approach to machine classification based on stacked generalization and instance selection. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2015 | ICCCI | Cluster-Dependent Feature Selection for the RBF Networks. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2014 | ACIIDS | Online Learning Based on Prototypes. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2014 | KES | Ensemble Classifier for Mining Data Streams. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2013 | ICAISC | Agent-Based Population Learning Algorithm for RBF Network Tuning. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2013 | ICCCI | Agent-Based Data Reduction Using Ensemble Technique. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2012 | ICCCI | Agent-Based Approach to RBF Network Training with Floating Centroids. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2012 | KES | An Approach to Cluster Initialization for RBF Networks. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2011 | ICCCI | Parallel Cooperating A-Teams. | Dariusz Barbucha, Ireneusz Czarnowski, Piotr Jedrzejowicz, Ewa Ratajczak-Ropel, Izabela Wierzbowska |
| 2011 | ICCCI | Experimental Evaluation of the Agent-Based Population Learning Algorithm for the Cluster-Based Instance Selection. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2011 | SMC | A consensus-based approach to the distributed learning. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2010 | ICCCI | Cluster Integration for the Cluster-Based Instance Selection. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2009 | ICAART | Distributed Learning Algorithm based on Data Reduction. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2008 | ICAISC | A Framework for Adaptive and Integrated Classification. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2008 | ICCS | Web Accessible A-Team Middleware. | Dariusz Barbucha, Ireneusz Czarnowski, Piotr Jedrzejowicz, Ewa Ratajczak-Ropel, Izabela Wierzbowska |
| 2007 | SGAI | An Agent-Based Algorithm for Data Reduction. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2006 | ISDA | JADE-Based A-Team as a Tool for Implementing Population-Based Algorithms. | Dariusz Barbucha, Ireneusz Czarnowski, Piotr Jedrzejowicz, Ewa Ratajczak, Izabela Wierzbowska |
| 2006 | SGAI | An Agent-Based Approach to Non-Distributed and Distributed Clustering. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2005 | ICANN | An Agent-Based PLA for the Cascade Correlation Learning Architecture. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2005 | SGAI | An Agent-Based Approach to ANN Training. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2004 | ICAISC | Probability Distribution of Solution Time in ANN Training Using Population Learning Algorithm. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 2003 | SGAI | An Approach to Instance Reduction in Supervised Learning. | Ireneusz Czarnowski, Piotr Jedrzejowicz |
| 1999 | SAFECOMP | Scheduling Fault-Tolerant Programs on Multiple Processors to Maximize Schedule Reliability. | Ireneusz Czarnowski, Piotr Jedrzejowicz, Ewa Ratajczak |