The Value of Labeled and Unlabeled Examples when the Model is Imperfect

Sinha, Kaushik, Belkin, Mikhail

Neural Information Processing Systems 

Semi-supervised learning, i.e. learning from both labeled and unlabeled data has received significant attention in the machine learning literature in recent years.

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