David Hand is a well-known critique of ROC curves. He is not saying that classifier technology is bad but the measure we use to assess them. See H-measure: https://www.hmeasure.net
everybody interested in machine learning should read the abstract to this paper. h/t @sandyasmhttps://twitter.com/sandyasm/status/1200403581406285825 …
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maybe so, but the note of humility he strikes is just right. when AlexNet recognizes an elephant, it recognize the texture rather than the interrelation between parts. right answer, arguably wrong reasons.
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Everyone should also study results from Jung 2017 IMHO https://twitter.com/daniel_bilar/status/1199883233883803648 … h/t
@random_walker who mentioned it in his AI snakeoil talk
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