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Computing a family of reproducing kernels for statistical applications
Authors:Christine Thomas-Agnan
Institution:(1) Université des Sciences Sociales, F-31000 Toulouse, France
Abstract:For an open subset OHgr of Ropf, an integer,m, and a positive real parameter tau, the Sobolev spacesH m (OHgr) equipped with the norms: parupar2=intu(t)2dt+(1/tau2m intu (m)(t)2 constitute a family of reproducing kernel Hilbert spaces. When OHgr is an open interval of the real line, we describe the computation of their reproducing kernels. We derive explicit formulas for these kernels for all values ofm in the case of the whole real line, and form=1 andm=2 in the case of a bounded open interval.This research was partly supported by NSF Grant DMS-9002566.
Keywords:Sobolev spaces  reproducing kernels  Hilbert spaces
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