| Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering A Gosiewska, A Kozak, P Biecek Decision Support Systems 150, 113556, 2021 | 70 | 2021 |
| The use of autoencoders for training neural networks with mixed categorical and numerical features Ł Delong, A Kozak ASTIN Bulletin: The Journal of the IAA 53 (2), 213-232, 2023 | 16 | 2023 |
| Enabling machine learning algorithms for credit scoring--explainable artificial intelligence (XAI) methods for clear understanding complex predictive models P Biecek, M Chlebus, J Gajda, A Gosiewska, A Kozak, D Ogonowski, ... arXiv preprint arXiv:2104.06735, 2021 | 16 | 2021 |
| forester: A Novel Approach to Accessible and Interpretable AutoML for Tree-Based Modeling A Kozak, H Ruczyński AutoML Conference 2023 (ABCD Track), 2023 | 3 | 2023 |
| forester: A Tree-Based AutoML Tool in R H Ruczyński, A Kozak arXiv preprint arXiv:2409.04789, 2024 | | 2024 |
| Two-Sample Depth-Based Test for Dispersion in Fuzzy Environment P Grzegorzewski, A Kozak International Conference on Soft Methods in Probability and Statistics, 166-174, 2024 | | 2024 |
| Deciphering AutoML Ensembles: cattleia's Assistance in Decision-Making A Kozak, D Kędzierski, J Piwko, M Wojewoda, K Woźnica arXiv preprint arXiv:2403.12664, 2024 | | 2024 |
| Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization D Płudowski, A Zajko, A Kozak, K Woźnica arXiv preprint arXiv:2403.04720, 2024 | | 2024 |
| Analysis of machine learning models used in the process of building model ensembles for the regression task J Ruciński, A Kozak Zakład Projektowania Systemów CAD/CAM i Komputerowego Wspomagania Medycyny, 2023 | | 2023 |
| Do Tree-based Models Need Data Preprocessing? H Ruczyński, A Kozak AutoML Conference 2024 (Workshop Track), 0 | | |
| A visual journey through AutoML. cattleia: a tool for deep dive into ensembles J Piwko, D Kędzierski, M Wojewoda, A Kozak | | |
| Building Trust in Machine Learning: The Role of Explainable AI A Kozak ISFS 2023, 51, 0 | | |
| vivo: local variable importance via oscillations A Kozak, P Biecek | | |
