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Neural network frames on the sphere

Authors: H.N. Mhaskar; F.J. Narcowich; J.D. Ward;

Neural network frames on the sphere

Abstract

We construct a multiresolution analysis of the standard Hilbert space on a Euclidean sphere, which can be implemented directly by neural networks. The neural networks may utilize any sufficiently smooth function as an activation function, and their size can be determined in advance. We define frame operators that can analyze data selected at scattered sites, rather than any particular set of points. The number of vanishing moments increases with the order of the frames. In particular, the frames can detect discontinuities in arbitrarily high order derivatives. The neural networks do not require any training in the traditional sense.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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