Search Results for author: David Bonet

Found 4 papers, 1 papers with code

Channel redundancy and overlap in convolutional neural networks with channel-wise NNK graphs

no code implementations18 Oct 2021 David Bonet, Antonio Ortega, Javier Ruiz-Hidalgo, Sarath Shekkizhar

Feature spaces in the deep layers of convolutional neural networks (CNNs) are often very high-dimensional and difficult to interpret.

Channel-Wise Early Stopping without a Validation Set via NNK Polytope Interpolation

1 code implementation27 Jul 2021 David Bonet, Antonio Ortega, Javier Ruiz-Hidalgo, Sarath Shekkizhar

Motivated by our observations, we use CW-DeepNNK to propose a novel early stopping criterion that (i) does not require a validation set, (ii) is based on a task performance metric, and (iii) allows stopping to be reached at different points for each channel.

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