Making the Most of Bag of Words: Sentence Regularization with Alternating Direction Method of Multipliers

Abstract

In many high-dimensional learning problems, only some parts of an observation are important to the prediction task; for example, the cues to correctly categorizing a document may lie in a handful of its sentences. We introduce a learning algorithm that exploits this intuition by encoding it in a regularizer. Specifically, we apply the sparse overlapping… (More)

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