4.5 Article

Algorithm 847: spinterp: Piecewise multilinear hierarchical sparse grid interpolation in MATLAB

期刊

ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE
卷 31, 期 4, 页码 561-579

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ASSOC COMPUTING MACHINERY
DOI: 10.1145/1114268.1114275

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algorithms; documentation; multivariate interpolation; sparse grids; Smolyak algorithm

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To recover or approximate smooth multivariate functions, sparse grids are superior to full grids due to a significant reduction of the required support nodes. The order of the convergence rate in the maximum norm is preserved up to a logarithmic factor. We describe three possible piecewise multilinear hierarchical interpolation schemes in detail and conduct a numerical comparison. Furthermore, we document the features of our sparse grid interpolation software package spinterp for MATLAB.

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