List local and global surrogate models (like LIME or tree surrogates) alternatives and software

christophM / interpretable-ml-book

Book about interpretable machine learning

https://christophm.github.io/interpretable-ml-book/

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List local and global surrogate models (like LIME or tree surrogates) alternatives and software #53

Closed christophM closed 5 years ago

christophM commented 6 years ago

I am extending all chapters with a section for software implementations and to alternative algorithms (also with software implementation). The software can be any free and open source software: R, Python, Weka, ...

You can help out by posting links to papers and software implementations of local and global surrogate models (like LIME or tree surrogates) as comments to this issue.

mstaniak commented 6 years ago

live Link: https://github.com/MI2DataLab/live Paper: https://arxiv.org/abs/1804.01955

christophM commented 6 years ago

MAGIX: Model Agnostic Globally Interpretable Explanations Nikaash

christophM commented 5 years ago

IME
EXPLAIN

christophM commented 5 years ago

Interpretable & Explorable Approximations of Black Box Models https://arxiv.org/pdf/1707.01154.pdf (Global) Surrogate models with IF-THEN rules Only for classification