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:
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
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:
unfairimplement train_test_split keyword #655unfair-cvimplement train_test_split keyword #655fairimplement train_test_split keyword #655fair-slidingfair-allunfair-cvis often standard, see #643, but unfair wrt real-time forecast/attainable skill, i.e. unfair means artificial skillDemo: https://gist.github.com/aaronspring/94e24fb7e0a536be61caf1970287f3b5