Approximation properties of certain operator-induced norms on Hilbert spaces

نویسندگان

  • Arash A. Amini
  • Martin J. Wainwright
چکیده

We consider a class of operator-induced norms, acting as finite-dimensional surrogates to the L2 norm, and study their approximation properties over Hilbert subspaces of L2. The class includes, as a special case, the usual empirical norm encountered, for example, in the context of nonparametric regression in a reproducing kernel Hilbert space (RKHS). Our results have implications to the analysis of M-estimators in models based on finite-dimensional linear approximation of functions, and also to some related packing problems. c ⃝ 2011 Elsevier Inc. All rights reserved.

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عنوان ژورنال:
  • Journal of Approximation Theory

دوره 164  شماره 

صفحات  -

تاریخ انتشار 2012