CliMA / CalibrateEmulateSample.jl

Stochastic Optimization, Learning, Uncertainty and Sampling
https://clima.github.io/CalibrateEmulateSample.jl/dev
Apache License 2.0
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RF localisation causes singularity issues #288

Open odunbar opened 7 months ago

odunbar commented 7 months ago

issue

During optimization of RF hyperparameters, one of the loss function entries was zero-d out (a hack fix to remove this item). It does not outwardly effect the calibration. But this causes ensembles in the optimisation algorithm to have a 0-uncertainty row, which causes an issue with the localisation algorithms that often invert the variance/covariance.

Solution

Remove the item from the loss function&data instead of simply zeroing it out.