Katarzyna Woznica

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 14

Top Topics

Document Summarization

Base Classifiers

Intelligent Decision Making

Extended Abstract

Top Venues

Nat. Mac. Intell.

Meta-Knowledge Transfer @ ECML/PKDD

Publications

Dawid Pludowski, Antoni Zajko, Anna Kozak, Katarzyna Woznica
Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization. CoRR (2024)
Anna Kozak, Dominik Kedzierski, Jakub Piwko, Malwina Wojewoda, Katarzyna Woznica
Deciphering AutoML Ensembles: cattleia's Assistance in Decision-Making. CoRR (2024)
Katarzyna Woznica, Mateusz Grzyb, Zuzanna Trafas, Przemyslaw Biecek
Consolidated learning: a domain-specific model-free optimization strategy with validation on metaMIMIC benchmarks. Mach. Learn. 113 (7) (2024)
Katarzyna Woznica, Piotr Wilczynski, Przemyslaw Biecek
SeFNet: Bridging Tabular Datasets with Semantic Feature Nets. CoRR (2023)
Katarzyna Woznica, Mateusz Grzyb, Zuzanna Trafas, Przemyslaw Biecek
Consolidated learning - a domain-specific model-free optimization strategy with examples for XGBoost and MIMIC-IV. CoRR (2022)
Alicja Gosiewska, Katarzyna Woznica, Przemyslaw Biecek
Interpretable meta-score for model performance. Nat. Mac. Intell. 4 (9) (2022)
Alicja Gosiewska, Katarzyna Woznica, Przemyslaw Biecek
Interpretable Meta-Score for Model Performance: Extended Abstract. Meta-Knowledge Transfer @ ECML/PKDD (2022)
Katarzyna Pekala, Katarzyna Woznica, Przemyslaw Biecek
Triplot: model agnostic measures and visualisations for variable importance in predictive models that take into account the hierarchical correlation structure. CoRR (2021)
Katarzyna Woznica, Katarzyna Pekala, Hubert Baniecki, Wojciech Kretowicz, Elzbieta Sienkiewicz, Przemyslaw Biecek
Do not explain without context: addressing the blind spot of model explanations. CoRR (2021)
Katarzyna Woznica, Przemyslaw Biecek
Towards Explainable Meta-learning. PKDD/ECML Workshops (1) (2021)
Katarzyna Woznica, Przemyslaw Biecek
Does imputation matter? Benchmark for predictive models. CoRR (2020)
Alicja Gosiewska, Katarzyna Woznica, Przemyslaw Biecek
Interpretable Meta-Measure for Model Performance. CoRR (2020)
Katarzyna Woznica, Przemyslaw Biecek
Towards better understanding of meta-features contributions. CoRR (2020)
Alicja Gosiewska, Mateusz Bakala, Katarzyna Woznica, Maciej Zwolinski, Przemyslaw Biecek
EPP: interpretable score of model predictive power. CoRR (2019)