Degree of approximation by superpositions of a sigmoidal function |
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Authors: | Chen Debao |
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Affiliation: | (1) Department of Mathematics, University of Texas at Austin, 78712 Austin, TX, U.S.A. |
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Abstract: | In this paper we study the degree of approximation by superpositions of a sigmoidal function. We mainly consider the univariate case. If f is a continuous function, we prove that for any bounded sigmoidal function σ, . For the Heaviside function H(x), we prove that . If f is a continuous function of bounded variation, we prove that and . For he Heaviside function, the coefficient 1 and the approximation orders are the best possible. We compare these results with the classical Jackson and Bernstein theorems, and make some conjectures for further study. |
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