Direct Classification with Indirect Data

Part of Advances in Neural Information Processing Systems 13 (NIPS 2000)

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Timothy Brown


We classify an input space according to the outputs of a real-valued function. The function is not given, but rather examples of the function. We contribute a consistent classifier that avoids the un(cid:173) necessary complexity of estimating the function.