Teaching Machines to Learn by Metaphors

Teaching Machines to Learn by Metaphors.
Omer Levy and Shaul Markovitch. AAAI 2012. [pdf] [slides]

Humans have an uncanny ability to learn new concepts with very few examples. Cognitive theories have suggested that this is done by utilizing prior experience of related tasks. We propose to emulate this process in machines, by transforming new problems into old ones. These transformations are called metaphors.

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