An Analysis of Inference with the Universum

Chapelle, Olivier, Agarwal, Alekh, Sinz, Fabian H., Schölkopf, Bernhard

Neural Information Processing Systems 

These assumptions are usually encoded in the regulariser or the prior. A generic learning algorithm usually makes rather weak assumptions about the regularities underlying the data.

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