GeoscienceAustralia / uncover-ml

Machine Learning system for Geoscience Australia uncover project
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New feature: Add r2 score in transformed targets scale #46

Closed basaks closed 5 years ago

basaks commented 5 years ago

Now we have not only r2 score in the transformed targets scale, but we also have all the other scores supported in uncoverml in the target transform scale.

For a model with a standard deviation output you will get all of these in the scores.json:

smse_transformed       = 0.47923256677640025
lins_ccc           = 0.6782576696084297
r2_score           = 0.5174018081761803
smse    = 0.4825981918238197
mll       = 0.5554504342500338
expvar_transformed    = 0.531611887457396
mll_transformed          = 0.8322164916070733
expvar = 0.5234628450325468
r2_score_transformed = 0.5207674332235998
lins_ccc_transformed  = 0.6820184726717139

When standard deviation is not available, the json will be missing the mll and mll_transformed output.