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Orthogonal projection regularization operators
Authors:S. Morigi  L. Reichel  F. Sgallari
Affiliation:(1) Department of Mathematics, University of Bologna, Piazza Porta S. Donato 5, 40127 Bologna, Italy;(2) Department of Mathematical Sciences, Kent State University, Kent, OH 44242, USA;(3) CIRAM Department of Mathematics, University of Bologna, via Saragozza 8, 40123 Bologna, Italy
Abstract:Tikhonov regularization often is applied with a finite difference regularization operator that approximates a low-order derivative. This paper proposes the use of orthogonal projections as regularization operators, e.g., with the same null space as commonly used finite difference operators. Applications to iterative and SVD-based methods for Tikhonov regularization are described. Truncated iterative and SVD methods are also considered. Research of L. Reichel was supported in part by an OBR Research Challenge Grant. Research of F. Sgallari was supported in part by PRIN 2004 grant 2004014411-005.
Keywords:Ill-posed problem  Regularization operator  Orthogonal projection  Tikhonov regularization  Truncated iteration  SVD  GSVD
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