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10/09/2021
Pairwise Margin Maximization for Deep Neural Networks
The weight decay regularization term is widely used during training to c...
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09/13/2020
Margin-Based Regularization and Selective Sampling in Deep Neural Networks
We derive a new margin-based regularization formulation, termed multi-ma...
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11/16/2019
Selective sampling for accelerating training of deep neural networks
We present a selective sampling method designed to accelerate the traini...
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02/22/2018
Actigraphy-based Sleep/Wake Pattern Detection using Convolutional Neural Networks
Common medical conditions are often associated with sleep abnormalities....
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02/14/2018