The Dropout Learning Algorithm

Artif. Intell., pp. 78-122, 2014.

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Keywords:
dropout gradientlinear functionvariance minimizationneural networksdropout linear networkMore(17+)

Abstract:

Dropout is a recently introduced algorithm for training neural network by randomly dropping units during training to prevent their co-adaptation. A mathematical analysis of some of the static and dynamic properties of dropout is provided using Bernoulli gating variables, general enough to accommodate dropout on units or connections, and w...More

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