Abstract | ||
---|---|---|
We prove a theorem concerning the approximation of multivariate functions by deep ReLU networks. We present new error estimates for which the curse of dimensionality is lessened by establishing a connection with sparse grids. |
Year | DOI | Venue |
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2019 | 10.1137/18M1189336 | SIAM JOURNAL ON MATHEMATICS OF DATA SCIENCE |
Keywords | DocType | Volume |
machine learning, neural networks, deep networks, curse of dimensionality, sparse grids, approximation theory | Journal | 1 |
Issue | Citations | PageRank |
1 | 1 | 0.36 |
References | Authors | |
0 | 2 |
Name | Order | Citations | PageRank |
---|---|---|---|
Hadrien Montanelli | 1 | 4 | 1.44 |
Qiang Du | 2 | 1692 | 188.27 |