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Article
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SIAM Journal on Scientific and Statistical Computing
Article . 1984 . Peer-reviewed
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On Nonlinear Functions of Linear Combinations

On nonlinear functions of linear combinations
Authors: Diaconis, Persi; Shahshahani, Mehrdad;

On Nonlinear Functions of Linear Combinations

Abstract

The paper is concerned with the approximation of multivariate functions by expressions of the form \((*)\quad \sum^{n}_{i=1}g_ i(a_{i1}x_ 1+...+a_{in}x_ n)\) more precisely, with the exact representations of functions in this form. A typical result is Theorem 3: Let \(f\in C^ n([0,1]^ 2)\). Suppose that the operator \(\sum^{n}_{i=0}c_ i\partial^ n/\partial x^ i\partial y^{n-1}\) annihilates f, where \(c_ 0,...,c_ n\in {\mathbb{R}}\). If the polynomial \(\sum c_ iz^ i\) has distinct real zeros, then f can be represented in the form (*). The viewpoint is not the same as in Kolmogoroff's and Lorentz' investigations for Hilbert's 13th problem.

Keywords

nonlinear high-dimensional nonparametric regression, multivariate functions, Schwartz distributions, Approximation by arbitrary linear expressions, Multidimensional problems, projection pursuit algorithms, curve fitting algorithms, Approximation by other special function classes

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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!
95
Top 1%
Top 0.1%
Average
bronze