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2012 May 03
0
Modified Cholesky decomposition for sparse matrices
...erical/roundoff issues), and thus, the Cholesky decomposition does not exist. So, I want to use a modified Cholesky algorithm to estimate a Cholesky of a pseudovariance that is reasonably close to the original matrix. I know that there are R packages that contain code for Gill-Murray and Schnabel-Eskow algorithms for standard, dense, base-R matrices. But my Matrix is large (k=30000), and sparse (block-arrow structure, stored as a dsCMatrix class from the Matrix package). Is anyone aware of existing code (or perhaps an algorithm that is easy to adapt) that would perform a modified Cholesky dec...