4 citations · 11 across the 7 of their papers we have counts for
3 papers · 1 filter
Channel redundancy and overlap in convolutional neural networks with channel-wise NNK graphs
David Bonet, Antonio Ortega, Javier Ruiz-Hidalgo +1
Feature spaces in the deep layers of convolutional neural networks (CNNs) are often very high-dimensional and difficult to interpret. However, convolutional layers consist of multi…
NNK-Means: Data summarization using dictionary learning with non-negative kernel regression
Sarath Shekkizhar, Antonio Ortega
An increasing number of systems are being designed by gathering significant amounts of data and then optimizing the system parameters directly using the obtained data. Often this i…
Channel-Wise Early Stopping without a Validation Set via NNK Polytope Interpolation
David Bonet, Antonio Ortega, Javier Ruiz-Hidalgo +1
State-of-the-art neural network architectures continue to scale in size and deliver impressive generalization results, although this comes at the expense of limited interpretabilit…