Resolution of several issues within the Notebook ts-changepoint :
Reconstruction of the higher and lower quantiles, which were available as attributes of the MapieTimeSeriesRegressor() class in Mapie version 0.7 and were lost in version 0.8.
Addition of prediction interval calculations with adapt_conformal_inference for the aci method, modeled after what was developed in the notebook for the enbpi method
Fixes #475
Type of change
New feature (non-breaking change which adds functionality)
How Has This Been Tested?
Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration
[ ] Add test_inf_values_with_warning_inf() in order to test check_array_inf with warning_inf=True
[ ] Add test_inf_values_with_warning_inf() in order to test check_array_inf with warning_inf=True
--> not needed and would be solved in a future PR see issue: #488.
Description
Resolution of several issues within the Notebook ts-changepoint :
Reconstruction of the higher and lower quantiles, which were available as attributes of the MapieTimeSeriesRegressor() class in Mapie version 0.7 and were lost in version 0.8.
Addition of prediction interval calculations with adapt_conformal_inference for the aci method, modeled after what was developed in the notebook for the enbpi method
Fixes #475
Type of change
How Has This Been Tested?
Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration
Checklist
make lint
make type-check
make tests
make coverage
make doc