Universal Kernels

Charles A. Micchelli, Yuesheng Xu, Haizhang Zhang

JMLR 2006 pp. 2651-2667

/jmlr/2006/micchelli2006jmlr-universal/

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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Text

Micchelli et al. "Universal Kernels." Journal of Machine Learning Research, 2006.

Markdown

[Micchelli et al. "Universal Kernels." Journal of Machine Learning Research, 2006.](https://mlanthology.org/jmlr/2006/micchelli2006jmlr-universal/)

BibTeX

@article{micchelli2006jmlr-universal,
  title     = {{Universal Kernels}},
  author    = {Micchelli, Charles A. and Xu, Yuesheng and Zhang, Haizhang},
  journal   = {Journal of Machine Learning Research},
  year      = {2006},
  pages     = {2651-2667},
  volume    = {7},
  url       = {https://mlanthology.org/jmlr/2006/micchelli2006jmlr-universal/}
}