enh: For the inspection of linear models, add statistical tests to the coefficients #1386
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enhancement
New feature or request
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Is your feature request related to a problem? Please describe.
For feature importance on linear models, we display the coefficients (see #1339 and the example on the doc). This might not be enough.
Describe the solution you'd like
Add statistical significance
as in R
http://r-statistics.co/Linear-Regression.html
as in Python,
statsmodels
I do not believe scikit-learn does it.
In the the
statsmodels
package, there are statistical tests associated with each coefficient:https://www.statsmodels.org/stable/regression.html
Describe alternatives you've considered, if relevant
This is P2. If we show so many statistical tests, we would need to explain our users what each test does, which might not be desirable. Maybe just show the stars associated to the significance of a feature?
Additional context
No response
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