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Analytic Function Approximation by Path-Norm-Regularized Deep Neural Networks.
- Source :
- Entropy; Aug2022, Vol. 24 Issue 8, p1136-N.PAG, 11p
- Publication Year :
- 2022
-
Abstract
- 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 1 / ε can ε -approximate functions that are analytic on certain regions of C d . [ABSTRACT FROM AUTHOR]
- Subjects :
- ARTIFICIAL neural networks
ABSOLUTE value
Subjects
Details
- Language :
- English
- ISSN :
- 10994300
- Volume :
- 24
- Issue :
- 8
- Database :
- Complementary Index
- Journal :
- Entropy
- Publication Type :
- Academic Journal
- Accession number :
- 158806903
- Full Text :
- https://doi.org/10.3390/e24081136