| 2025 | ICAISC | Approximate Importance-Based Sampling for Neural Network Training. | Piotr Duda, Mateusz Wojtulewicz, Leszek Rutkowski |
| 2024 | ICAISC | Speedup of Training Deep Neural Networks in the Streaming Approach Using Genetic Algorithms with an Application of Drift Detection. | Piotr Duda, Mateusz Wojtulewicz, Robert Nowicki, Leszek Rutkowski |
| 2023 | ICAISC | The Analysis of Optimizers in Training Artificial Neural Networks Using the Streaming Approach. | Piotr Duda, Mateusz Wojtulewicz, Leszek Rutkowski |
| 2022 | ICAISC | Dynamic Signature Verification Using Selected Regions. | Marcin Zalasinski, Piotr Duda, Stanislaw Lota, Krzysztof Cpalka |
| 2021 | ICAISC | The Streaming Approach to Training Restricted Boltzmann Machines. | Piotr Duda, Leszek Rutkowski, Piotr Woldan, Patryk Najgebauer |
| 2020 | ICAISC | On a Streaming Approach for Training Denoising Auto-encoders. | Piotr Duda, Lipo Wang |
| 2020 | ICAISC | Visual Hybrid Recommendation Systems Based on the Content-Based Filtering. | Piotr Woldan, Piotr Duda, Yoichi Hayashi |
| 2019 | ICAISC | Resource-Aware Data Stream Mining Using the Restricted Boltzmann Machine. | Maciej Jaworski, Leszek Rutkowski, Piotr Duda, Andrzej Cader |
| 2019 | ICONIP | On Handling Missing Values in Data Stream Mining Algorithms Based on the Restricted Boltzmann Machine. | Maciej Jaworski, Piotr Duda, Danuta Rutkowska, Leszek Rutkowski |
| 2018 | ICAISC | On Ensemble Components Selection in Data Streams Scenario with Gradual Concept-Drift. | Piotr Duda |
| 2018 | IJCNN | Concept Drift Detection in Streams of Labelled Data Using the Restricted Boltzmann Machine. | Maciej Jaworski, Piotr Duda, Leszek Rutkowski |
| 2018 | ISNN | Online GRNN-Based Ensembles for Regression on Evolving Data Streams. | Piotr Duda, Maciej Jaworski, Leszek Rutkowski |
| 2017 | ICAISC | Heuristic Regression Function Estimation Methods for Data Streams with Concept Drift. | Maciej Jaworski, Piotr Duda, Leszek Rutkowski, Patryk Najgebauer, Miroslaw Pawlak |
| 2016 | ICAISC | On the Cesro-Means-Based Orthogonal Series Approach to Learning Time-Varying Regression Functions. | Piotr Duda, Lena Pietruczuk, Maciej Jaworski, Adam Krzyzak |
| 2016 | IJCNN | A method for automatic adjustment of ensemble size in stream data mining. | Lena Pietruczuk, Leszek Rutkowski, Maciej Jaworski, Piotr Duda |
| 2014 | IJCNN | A novel application of Hoeffding's inequality to decision trees construction for data streams. | Piotr Duda, Maciej Jaworski, Lena Pietruczuk, Leszek Rutkowski |
| 2014 | IJCNN | The Parzen kernel approach to learning in non-stationary environment. | Lena Pietruczuk, Leszek Rutkowski, Maciej Jaworski, Piotr Duda |
| 2013 | ICAISC | Adaptation of Decision Trees for Handling Concept Drift. | Lena Pietruczuk, Piotr Duda, Maciej Jaworski |
| 2012 | ICAISC | On the Strong Convergence of the Orthogonal Series-Type Kernel Regression Neural Networks in a Non-stationary Environment. | Piotr Duda, Yoichi Hayashi, Maciej Jaworski |
| 2012 | ICAISC | On Pre-processing Algorithms for Data Stream. | Piotr Duda, Maciej Jaworski, Lena Pietruczuk |
| 2012 | ICAISC | On the Strong Convergence of the Recursive Orthogonal Series-Type Kernel Probabilistic Neural Networks Handling Time-Varying Noise. | Piotr Duda, Marcin Korytkowski |
| 2012 | ICAISC | On the Uniform Convergence of the Orthogonal Series-Type Kernel Regression Neural Networks in a Time-Varying Environment. | Meng Joo Er, Piotr Duda |
| 2012 | ICAISC | On Fuzzy Clustering of Data Streams with Concept Drift. | Maciej Jaworski, Piotr Duda, Lena Pietruczuk |
| 2012 | ICAISC | On Resources Optimization in Fuzzy Clustering of Data Streams. | Maciej Jaworski, Lena Pietruczuk, Piotr Duda |
| 2012 | ICAISC | A New Fuzzy Classifier for Data Streams. | Lena Pietruczuk, Piotr Duda, Maciej Jaworski |
| 2011 | PPAM | On the Weak Convergence of the Recursive Orthogonal Series-Type Kernel Probabilistic Neural Networks in a Time-Varying Environment. | Piotr Duda, Yoichi Hayashi |
| 2011 | PPAM | On the Cesaro Orthogonal Series-Type Kernel Probabilistic Neural Networks Handling Non-stationary Noise. | Piotr Duda, Jacek M. Zurada |
| 2011 | PPAM | On the Weak Convergence of the Orthogonal Series-Type Kernel Regresion Neural Networks in a Non-stationary Environment. | Meng Joo Er, Piotr Duda |