Search Results for author: Stefan Zürn

Found 2 papers, 2 papers with code

Change Detection for Local Explainability in Evolving Data Streams

1 code implementation6 Sep 2022 Johannes Haug, Alexander Braun, Stefan Zürn, Gjergji Kasneci

In particular, we show that local attributions can become obsolete each time the predictive model is updated or concept drift alters the data generating distribution.

Change Detection

On Baselines for Local Feature Attributions

1 code implementation4 Jan 2021 Johannes Haug, Stefan Zürn, Peter El-Jiz, Gjergji Kasneci

Our experimental study illustrates the sensitivity of popular attribution models to the baseline, thus laying the foundation for a more in-depth discussion on sensible baseline methods for tabular data.

Fairness

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