Search Results for author: Colin Ponce

Found 3 papers, 3 papers with code

Multilevel-in-Layer Training for Deep Neural Network Regression

1 code implementation11 Nov 2022 Colin Ponce, Ruipeng Li, Christina Mao, Panayot Vassilevski

A common challenge in regression is that for many problems, the degrees of freedom required for a high-quality solution also allows for overfitting.

regression

Multiresolution Convolutional Autoencoders

1 code implementation10 Apr 2020 Yu-Ying Liu, Colin Ponce, Steven L. Brunton, J. Nathan Kutz

The performance gains of this adaptive multiscale architecture are illustrated through a sequence of numerical experiments on synthetic examples and real-world spatial-temporal data.

Transfer Learning

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