Minimizing Statistical Bias with Queries

I describe an exploration criterion that attempts to minimize the error of a learner by minimizing its estimated squared bias. I describe experiments with locally-weighted regression on two simple kinematics problems, and observe that this "bias-only" approach outperforms the more co...

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Bibliographic Details
Main Author: Cohn, David A.
Language:en_US
Published: 2004
Online Access:http://hdl.handle.net/1721.1/6647