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05/27/2023
Structured model selection via ℓ_1-ℓ_2 optimization
Automated model selection is an important application in science and eng...
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08/08/2019
NeuPDE: Neural Network Based Ordinary and Partial Differential Equations for Modeling Time-Dependent Data
We propose a neural network based approach for extracting models from dy...
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11/24/2018
Forward Stability of ResNet and Its Variants
The residual neural network (ResNet) is a popular deep network architect...
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05/16/2018
On the Convergence of the SINDy Algorithm
One way to understand time-series data is to identify the underlying dyn...
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05/10/2018