The Data Replication Method for the Classification with Reject Option — mentioned by JD557

Wed, 28 Nov 2018 16:34:39 GMT

My Master thesis supervisor had a fun trick for this, that can be used not only on on NNs, but also on other classifiers: https://arxiv.org/pdf/1011.3177.pdf The gist is, you train a single classifier that will work as two classifiers (with certain restrictions): one that says "false/not-false" and another that says "true/not-true". If the output of the classifier is "not-false" and "not-true", then you consider that as a "I don't know".

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The Data Replication Method for the Classification with Reject Option · HackerPapers discussions

The Data Replication Method for the Classification with Reject Option — mentioned by JD557