Tuesday, December 04, 2012

Lab meeting Dec 5th 2012 (Jim): Imitation Learning by Coaching

Title: Imitation Learning by Coaching
Authors: He He, Hal Daumé III and Jason Eisner
Neural Information Processing Systems (NIPS), 2012

Abstract:
... we propose to use a coach that demonstrates easy-to-learn actions for the learner and gradually approaches the oracle. ... We apply our algorithm to cost-sensitive dynamic feature selection, a hard decision problem that considers a user-specified accuracy-cost trade-off. ...

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