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Analytic Function Approximation by Path-Norm-Regularized Deep Neural Networks
We show that neural networks with an absolute value activation function and with network path norm, network sizes and network weights having logarithmic dependence on [Formula: see text] can [Formula: see text]-approximate functions that are analytic on certain regions of [Formula: see text].
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
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MDPI
2022
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| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9407526/ https://www.ncbi.nlm.nih.gov/pubmed/36010799 http://dx.doi.org/10.3390/e24081136 |