convergence

Dropout and Dropconnect on a shallow neural network

Asymptotic convergence rate of Dropout on shallow linear neural networks

We have submitted Asymptotic convergence rate of Dropout on shallow linear neural networks, and it is currently under review. This is joint work between Albert Senen-Cerda and myself. A preprint is available on arXiv.

Example random neural network when using Dropconnect

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Almost Sure Convergence of Dropout Algorithms for Neural Networks

We have submitted Almost Sure Convergence of Dropout Algorithms for Neural Networks, and it is currently under review. This is joint work between Albert Senen-Cerda and myself.

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Asymptotic convergence rate of Dropout on shallow linear neural networks

Almost Sure Convergence of Dropout Algorithms for Neural Networks

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