Non NN Black Box Methods

IBM / Contrastive-Explanation-Method

Codes for reproducing the contrastive explanation in “Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives”

https://arxiv.org/abs/1802.07623

Apache License 2.0

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Closed firmai closed 2 years ago

firmai commented 4 years ago

Any way that other models can be used, like LightGBM?

Thanks, Derek

pinyuchen commented 4 years ago

Hi @firmai Yes. Please check out the model-agnostic (applies to any black-box model) version of our contrastive explanation method here: https://cloud.ibm.com/docs/services/ai-openscale-icp?topic=ai-openscale-icp-ie-pp-pn

firmai commented 4 years ago

Is there any open source solution? I just want to know before I spent unnecessary time developing a solution myself.

pinyuchen commented 4 years ago

Not that I am aware of.