Multi dim - Githubissues

XAI-ANITI / ethik

:mag_right: A toolbox for fair and explainable machine learning

https://xai-aniti.github.io/ethik/

GNU General Public License v3.0

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Multi dim #119

Closed Vayel closed 4 years ago

Vayel commented 4 years ago

[x] Update BaseExplainer.compare_influence()
[x] Update BaseExplainer.compare_performance()
[x] Update BaseExplainer.compute_weights()
[x] Update BaseExplainer.compute_distributions()
[x] Update CacheExplainer.explain_influence()
[x] Update CacheExplainer.explain_performance()
[x] Update CacheExplainer.plot_influence()
[x] Update CacheExplainer.plot_performance()
[x] Update CacheExplainer._build_additional_info()
[x] Update notebooks/binary-classification
[x] Update notebooks/how-it-works
[x] Handle numerous convergence warnings
[x] ImageClassificationExplainer() is super slow

In CacheExplainer, a user should be able to:

Make two features change together ;
Make one feature change with another one being fixed ("what's the influence of the education-num when the age is 25?")

Vayel commented 4 years ago

ImageClassificationExplainer() is super slow

In 1D, use * instead of np.dot():

Vayel commented 4 years ago

ImageClassificationExplainer().plot_influence() gives a weird result: