On Locality of Local Explanation Models

Code accompanying 'On Locality of Local Explanation Models', published at NeurIPS 2021 https://proceedings.neurips.cc/paper/2021/file/995665640dc319973d3173a74a03860c-Paper.pdf

Please cite

@article{ghalebikesabi2021locality, title={On locality of local explanation models}, author={Ghalebikesabi, Sahra and Ter-Minassian, Lucile and DiazOrdaz, Karla and Holmes, Chris C}, journal={Advances in Neural Information Processing Systems}, volume={34}, year={2021} }

Note that the directory melime is copied from https://github.com/tiagobotari/melime, and that shapori is adjusted from https://github.com/slundberg/shap.

How to run code

See minimal_example.py for a minimal example without any depencies except for the shap and numpy packages. See the experimetns folder for a replicaiton of Figure 1 of the paper.