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Abstract We introduce and study knowledge drift (KD), a special form of concept that occurs in hierarchical classification. Under KD the vocabulary concepts, their individual distributions, is-a relations between them can all change over time. The main challenge is that, since ground-truth hierarchy unobserved, it hard to tell apart different forms KD. For instance, introduction new relation tw...

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