Feature: LIME backend #255
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ThibaudReal
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Nov 4, 2021
in lime_backend change docstring
ThomasBouche
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Nov 4, 2021
change description and variable name
ThomasBouche
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Nov 17, 2021
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New Feature : LIME backend.
This feature adds a new way of computing local contributions and global features importance using LIME package.
See more information about LIME here : https://arxiv.org/abs/1602.04938
LIME repository : https://github.com/marcotcr/lime
What has been done :
Added a backend parameter to the compile method on which we can choose 'lime' to select the lime computations
Adaptation of LIME contributions for integration into shapash (so that the contributions are used in the shapash graphics)
Global contributions like shapash
Unit tests
Computation for regression, classification and multi-class
Computation time problem because of an iteration on the index: The calculation of the contributions is too long, it is necessary to think of a solution to reduce this calculation time
See more information about Gobal Explanation :https://arxiv.org/abs/1907.03039
The idea : Select the most representative individuals to calculate the overall explanation