@Article{JCM-39-6, author = {Montanelli, Hadrien and Yang, Haizhao and Qiang, Du}, title = {Deep ReLU Networks Overcome the Curse of Dimensionality for Generalized Bandlimited Functions}, journal = {Journal of Computational Mathematics}, year = {2021}, volume = {39}, number = {6}, pages = {801--815}, abstract = {
We prove a theorem concerning the approximation of generalized bandlimited multivariate functions by deep ReLU networks for which the curse of the dimensionality is overcome. Our theorem is based on a result by Maurey and on the ability of deep ReLU networks to approximate Chebyshev polynomials and analytic functions efficiently.
}, issn = {1991-7139}, doi = {https://doi.org/10.4208/jcm.2007-m2019-0239}, url = {https://global-sci.com/article/84269/deep-relu-networks-overcome-the-curse-of-dimensionality-for-generalized-bandlimited-functions} }