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Description
Is your feature request related to a problem? Please describe.
New paper Risbey et al. 2021 demonstrates how forecaster choices for time selection in bias reduction impacts skill.
Reference: https://t.co/HE4PoROb8Z?amp=1
Describe the solution you'd like
hindcast.remove_bias(how='additive_mean', alignment='same_verifs', method='fair_sliding')
implemented method from:
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unfairimplement train_test_split keyword #655 -
unfair-cvimplement train_test_split keyword #655 -
fairimplement train_test_split keyword #655 -
fair-sliding -
fair-all
unfair-cv is often standard, see #643, but unfair wrt real-time forecast/attainable skill, i.e. unfair means artificial skill
Demo: https://gist.github.com/aaronspring/94e24fb7e0a536be61caf1970287f3b5