Inserting 0 in sparse matrices without changing sparsity pattern?
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Anders Melander
il 5 Apr 2024 alle 11:09
Modificato: Bruno Luong
il 5 Apr 2024 alle 13:58
Hello,
In my code I have very large sparse diagonal matrices, where the values of the diagonal change over time.
The code is very long, so I instead have an example of the issue profiled as seen below. If the new diagonal b contains zeros (line 17, 30% zeros), it is much slower compared to if b contains no zeros. In my own code b usually has between 5-30% zeros. My guess is this is because MATLAB reformats the sparse matrix when a zero is inserted(i.e. the element is deleted, indices are changed). Is it possible to tell MATLAB to not change the sparse matrix, but instead treat inserted zeros as any other value? By this I mean that the value 0 is actually saved in the diagonal, despite it being a sparse matrix.
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Bruno Luong
il 5 Apr 2024 alle 11:21
Modificato: Bruno Luong
il 5 Apr 2024 alle 13:58
Is it possible to tell MATLAB to not change the sparse matrix, but instead treat inserted zeros as any other value?
Short answer: No.
You can insert something that replaces 0, for example NaN or realmin and do specific treament with this value.
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