167 citations · 1k across the 73 of their papers we have counts for
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stat.ML2018★ 15 cited
DALEX: explainers for complex predictive models
Przemyslaw Biecek
Predictive modeling is invaded by elastic, yet complex methods such as neural networks or ensembles (model stacking, boosting or bagging). Such methods are usually described by a l…
stat.ML2018★ 97 cited
Explanations of model predictions with live and breakDown packages
Mateusz Staniak, Przemyslaw Biecek
Complex models are commonly used in predictive modeling. In this paper we present R packages that can be used to explain predictions from complex black box models and attribute par…