Katarzyna Woznica

Orcid: 0000-0003-2400-7592

According to our database1, Katarzyna Woznica authored at least 14 papers between 2019 and 2024.

Collaborative distances:
  • Dijkstra number2 of five.
  • Erdős number3 of five.

Timeline

Legend:

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PhD thesis 
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Links

On csauthors.net:

Bibliography

2024
Consolidated learning: a domain-specific model-free optimization strategy with validation on metaMIMIC benchmarks.
Mach. Learn., July, 2024

Deciphering AutoML Ensembles: cattleia's Assistance in Decision-Making.
CoRR, 2024

Rethinking of Encoder-based Warm-start Methods in Hyperparameter Optimization.
CoRR, 2024

2023
SeFNet: Bridging Tabular Datasets with Semantic Feature Nets.
CoRR, 2023

2022
Interpretable meta-score for model performance.
Nat. Mac. Intell., September, 2022

Consolidated learning - a domain-specific model-free optimization strategy with examples for XGBoost and MIMIC-IV.
CoRR, 2022

Interpretable Meta-Score for Model Performance: Extended Abstract.
Proceedings of the ECML/PKDD Workshop on Meta-Knowledge Transfer, 2022

2021
Do not explain without context: addressing the blind spot of model explanations.
CoRR, 2021

Triplot: model agnostic measures and visualisations for variable importance in predictive models that take into account the hierarchical correlation structure.
CoRR, 2021

Towards Explainable Meta-learning.
Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2021

2020
Does imputation matter? Benchmark for predictive models.
CoRR, 2020

Interpretable Meta-Measure for Model Performance.
CoRR, 2020

Towards better understanding of meta-features contributions.
CoRR, 2020

2019
EPP: interpretable score of model predictive power.
CoRR, 2019


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