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04/24/2020
Nonconvex penalization for sparse neural networks
Training methods for artificial neural networks often rely on over-param...
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10/07/2019
Neural network integral representations with the ReLU activation function
We derive a formula for neural network integral representations on the s...
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09/16/2019
A Weighted ℓ_1-Minimization Approach For Wavelet Reconstruction of Signals and Images
In this effort, we propose a convex optimization approach based on weigh...
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05/24/2019