- ‘pinv’ requires costly SVD.
- ‘pinv’ does not work with sparse matrix.
Computing generalized Inverse of a square but sparse matrix?
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I am trying to find the generalized inverse of a square and sparse matrix. I am using Matlab, however pinv(matrix) doesn't work for sparse matrices. If you have any suggestion or algorithm, please share. Thanks in advance.
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Rishabh Mishra
2020-12-21
Hi,
The disadvantages of using ‘pinv’ to find inverse of sparse matrix are:
Instead, you can use the function ‘pseudo-inverse’ for the same purpose. Refer the following link for documentation of ‘pseudo-inverse’ function.
Hope this helps!
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Christine Tobler
2021-1-8
If you want to apply pinv(A)*b, you can instead use lsqminnorm(A, b), which also works for sparse matrices and does something equivalent (using QR decomposition instead of SVD).
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