13 citations · 41 across the 8 of their papers we have counts for
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cs.LG2023★ 1 cited
Inverse classification with logistic and softmax classifiers: efficient optimization
Miguel Á. Carreira-Perpiñán, Suryabhan Singh Hada
In recent years, a certain type of problems have become of interest where one wants to query a trained classifier. Specifically, one wants to find the closest instance to a given i…
cs.LG2023★ 1 cited
Very fast, approximate counterfactual explanations for decision forests
Miguel Á. Carreira-Perpiñán, Suryabhan Singh Hada
We consider finding a counterfactual explanation for a classification or regression forest, such as a random forest. This requires solving an optimization problem to find the close…