Anna Kozak
Anna Kozak
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Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering
A Gosiewska, A Kozak, P Biecek
Decision Support Systems 150, 113556, 2021
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
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
forester: A Novel Approach to Accessible and Interpretable AutoML for Tree-Based Modeling
A Kozak, H Ruczyński
AutoML Conference 2023 (ABCD Track), 2023
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
Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization
D Płudowski, A Zajko, A Kozak, K Woźnica
arXiv preprint arXiv:2403.04720, 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
The Hermite polynomials-properties and applications
A Kozak
Zakład Sztucznej Inteligencji i Metod Obliczeniowych, 2017
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
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