lif323 / simple_kernel_shap

Simple kernel shap

This is a simplification of kernel shap. It's used to help me better understand kernel shap.

references

1. https://github.com/marcotcr/lime
2. https://captum.ai/api/kernel_shap.html
3. Ribeiro, Marco Tulio, Sameer Singh, and Carlos Guestrin. "" Why should i trust you?" Explaining the predictions of any classifier." Proceedings of the 22nd ACM SIGKDD international conference on knowledge discovery and data mining. 2016.
4. Scott M. Lundberg and Su-In Lee. 2017. A unified approach to interpreting model predictions. In Proceedings of the 31st International Conference on Neural Information Processing Systems (NIPS'17). Curran Associates Inc., Red Hook, NY, USA, 4768–4777.
5. https://christophm.github.io/interpretable-ml-book/lime.html
6. https://christophm.github.io/interpretable-ml-book/shap.html#kernelshap