Anna Kozak

According to our database, Anna Kozak authored at least 8 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Best Practices For Empirical Meta-Algorithmic Research: Guidelines from the COSEAL Research Network.

Theresa Eimer, Lennart Schäpermeier, André Biedenkapp, Alexander Tornede, Lars Kotthoff, Pieter Leyman, Matthias Feurer, Katharina Eggensperger, Kaitlin Maile, Tanja Tornede, Anna Kozak, Ke Xue, Marcel Wever, Mitra Baratchi, Damir Pulatov, Heike Trautmann, Haniye Kashgarani, Marius Lindauer

CoRR, December, 2025

Divide, Specialize, and Route: A New Approach to Efficient Ensemble Learning.

Jakub Piwko, Jedrzej Rucinski, Dawid Pludowski, Antoni Zajko, Patryzja Zak, Mateusz Zacharecki, Anna Kozak, Katarzyna Woznica

CoRR, June, 2025

2024

forester: A Tree-Based AutoML Tool in R.

Hubert Ruczynski, Anna Kozak

CoRR, 2024

Deciphering AutoML Ensembles: cattleia's Assistance in Decision-Making.

Anna Kozak, Dominik Kedzierski, Jakub Piwko, Malwina Wojewoda, Katarzyna Woznica

CoRR, 2024

Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization.

Dawid Pludowski, Antoni Zajko, Anna Kozak, Katarzyna Woznica

CoRR, 2024

Considerations on the Use of FDA Methods in Statistical Inference with Fuzzy Data.

Przemyslaw Grzegorzewski, Anna Kozak

Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2024

2021

Simpler is better: Lifting interpretability-performance trade-off via automated feature engineering.

Alicja Gosiewska, Anna Kozak, Przemyslaw Biecek

Decis. Support Syst., 2021

Enabling Machine Learning Algorithms for Credit Scoring - Explainable Artificial Intelligence (XAI) methods for clear understanding complex predictive models.

Przemyslaw Biecek, Marcin Chlebus, Janusz Gajda, Alicja Gosiewska, Anna Kozak, Dominik Ogonowski, Jakub Sztachelski, Piotr Wojewnik

CoRR, 2021