Search Results for author: Amnon Catav

Found 2 papers, 1 papers with code

Marginal Contribution Feature Importance -- an Axiomatic Approach for The Natural Case

1 code implementation15 Oct 2020 Amnon Catav, Boyang Fu, Jason Ernst, Sriram Sankararaman, Ran Gilad-Bachrach

While it is common to make the distinction between local scores that focus on individual predictions and global scores that look at the contribution of a feature to the model, another important division distinguishes model scenarios, in which the goal is to understand predictions of a given model from natural scenarios, in which the goal is to understand a phenomenon such as a disease.

Feature Importance

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