GeoscienceAustralia / uncover-ml

Machine Learning system for Geoscience Australia uncover project
Apache License 2.0
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Covariate shifting #86

Closed brenmous closed 4 years ago

brenmous commented 4 years ago

Implement covariate shifting as a method of spatial validation. Rough idea is to train a classifier to on a mix of training and test data (from a prediction area). The greater the ability to distinguish between the two types, the greater the shift and the less reliable the model comes.

brenmous commented 4 years ago

A prototype of this is available. Results need to be validated.

brenmous commented 4 years ago

This is available as the shiftmap feature.