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Universal Kernels

Charles A. Micchelli, Yuesheng Xu, Haizhang Zhang; 7(95):2651−2667, 2006.

Abstract

In this paper we investigate conditions on the features of a continuous kernel so that it may approximate an arbitrary continuous target function uniformly on any compact subset of the input space. A number of concrete examples are given of kernels with this universal approximating property.

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© JMLR 2006. (edit, beta)

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