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The combination technique and some generalisations
Authors:Markus Hegland   Jochen Garcke  Vivien Challis  
Affiliation:

aMathematical Sciences Institute, Australian National University, Canberra, ACT 0200, Australia

bDepartment of Mathematics, University of Queensland, Brisbane, QLD 4072, Australia

Abstract:The combination technique has repeatedly been shown to be an effective tool for the approximation with sparse grid spaces. Little is known about the reasons of this effectiveness and in some cases the combination technique can even break down. It is known, however, that the combination technique produces an exact result in the case of a projection into a sparse grid space if the involved partial projections commute.

The performance of the combination technique is analysed using a projection framework and the C/S decomposition. Error bounds are given in terms of angles between the spanning subspaces or the projections onto these subspaces. Based on this analysis modified combination coefficients are derived which are optimal in a certain sense and which can substantially extend the applicability and performance of the combination technique.

Keywords:Spare grids   High-dimensional approximation   Linear combination of projections
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