Researcher profile

Katarzyna Woźnica

2 papers in the PaperMetrix corpus

Publications

Papers by this author

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

2021 · arXiv (Cornell University)

One of the key elements of explanatory analysis of a predictive model is to assess the importance of individual variables. Rapid development of the area of predictive model exploration (also called explainable artificial intelligence or …
Consolidated learning: a domain-specific model-free optimization strategy with validation on metaMIMIC benchmarks

2023 · Machine Learning

Abstract For many machine learning models, a choice of hyperparameters is a crucial step towards achieving high performance. Prevalent meta-learning approaches focus on obtaining good hyperparameter configurations with a limited computational budget for a completely …