Search Results for author: Katarzyna Woźnica

Found 5 papers, 2 papers with code

Do not explain without context: addressing the blind spot of model explanations

no code implementations28 May 2021 Katarzyna Woźnica, Katarzyna Pękala, Hubert Baniecki, Wojciech Kretowicz, Elżbieta Sienkiewicz, Przemysław Biecek

The increasing number of regulations and expectations of predictive machine learning models, such as so called right to explanation, has led to a large number of methods promising greater interpretability.

BIG-bench Machine Learning

Interpretable Meta-Measure for Model Performance

3 code implementations2 Jun 2020 Alicja Gosiewska, Katarzyna Woźnica, Przemysław Biecek

For example, the difference in performance for two models has no probabilistic interpretation, there is no reference point to indicate whether they represent a significant improvement, and it makes no sense to compare such differences between data sets.


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