Articles with "generative perspective" as a keyword



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Exploring generative perspective of convolutional neural networks by learning random field models

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Published in 2018 at "Statistics and Its Interface"

DOI: 10.4310/sii.2018.v11.n3.a13

Abstract: This paper studies the convolutional neural network (ConvNet or CNN) from a statistical modeling perspective. The ConvNet has proven to be a very successful discriminative learning machine. In this paper, we explore the generative perspective… read more here.

Keywords: field models; random field; convolutional neural; generative perspective ... See more keywords