[1708.05123] Deep & Cross Network for Ad Click Predictions

arxiv.org

DNNs are able to automatically learn feature interactions; however, they generate all the interactions implicitly, and are not necessarily efficient in learning all types of cross features. In this paper, the authors propose the Deep & Cross Network (DCN) which keeps the benefits of a DNN and introduces a novel cross network that is more efficient in learning certain bounded-degree feature interactions. 

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