SHAP@k:Efficient and Probably Approximately Correct (PAC) Identification of Top-k Features

Sanjay Kariyappa, Leonidas Tsepenekas, Freddy Lécué +1

The SHAP framework provides a principled method to explain the predictions of a model by computing feature importance. Motivated by applications in finance, we introduce the Top-k…