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D_Malik comments on Open Thread, Jul. 13 - Jul. 19, 2015 - Less Wrong Discussion
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Depends on your feature extractor. If you have a feature that measures similarity to previously-seen films, then yes. Otherwise, no. If you only have features measuring what each film's about, and people like novel films, then you'll get conservative predictions, but that's not really the same as learning that novelty is good.