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EnMAP-Box / enmap-box

EnMAP-Box source code repository. See https://enmap-box.readthedocs.io for documentation
GNU General Public License v3.0
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[Classification workflow] support OOB validation #910

Closed janzandr closed 4 weeks ago

janzandr commented 1 month ago

Discussed with @d-pflugmacher.

It is proposed to support out-of-bag (OOB) validation (as a second option next to cross-validation) for evaluating classifier performance.

janzandr commented 1 month ago

Note that OOB estimates are not available for all classifiers, but only for RandomForest and Gradient Boosting classifiers. If OOB estimates aren't available, we will raise an error.

janzandr commented 1 month ago

FYI @d-pflugmacher, OOB validation is now available, by setting nfolds to a value of 1: image