Questions tagged [uncertainty]

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Confidence intervals for evaluation on test set

I'm wondering what the "best practise" approach is for finding confidence intervals when evaluation the performance of a classifier on the test set. As far as I can see, there are two ...
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How should systematic uncertainties (up and down) in training data be handled in classification neural networks?

I have a classification neural network and nominal input data on which it is trained, however the input data has for each feature a systematic (up and down) uncertainty. How should the accuracy of the ...
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A deployed model has epistemic or aleatoric uncertainty?

Aleatoric uncertainty refers to the notion of randomness that there is in the outcome of an experiment that is due to inherently random effects. Epistemic uncertainty refers to the ignorance of the ...