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(Neural Computation. 2001;13:1975-1994.)
© 2001 The MIT Press


Note

On a Class of Support Vector Kernels Based on Frames in Function Hilbert Spaces

J. B. Gao

Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

C. J. Harris

Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

S. R. Gunn

Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, U.K.

There has been an increasing interest in kernel-based techniques, such as support vector techniques, regularization networks, and gaussian processes. There are inner relationships among those techniques, with the kernel function playing a central role. This article discusses a new class of kernel functions derived from the so-called frames in a function Hilbert space.




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On Different Facets of Regularization Theory
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[Abstract] [Full Text]




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