title: On a class of support vector kernels based on frames in function Hilbert spaces.
abstract: 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.
authors.affiliation: Image, Speech and Intelligent System Research Group, Department of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, UK.
authors.forename: J B
authors.initials: JB
authors.lastname: Gao
authors.forename: C J
authors.initials: CJ
authors.lastname: Harris
authors.forename: S R
authors.initials: SR
authors.lastname: Gunn
mesh_terms: D000465:Algorithms; D016571:Neural Networks, Computer; D016011:Normal Distribution