Extracting sub matrix from sparse matrix
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I have a large n by n sparse matrix A and a set of indices I \subset [1,..., n].
I want the sub matrix B = A(I,I), but doing so directly takes a long time, as A is sparse. By directly I literally mean typing B = A(I,I)
Any suggestions?
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Walter Roberson
le 24 Déc 2024
I have to wonder whether you want the diagonal A(I(1), I(1)), A(I(2), I(2)) and so on, or whether you want all the combinations A(I(1), I(1)), A(I(2), I(1)), A(I(3), I(1))... A(I(17), I(24))...
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Madheswaran
le 24 Déc 2024
Hello Daniel,
You can access elements of a sparse matrix using the syntax 'S(I, I)', where I is an array of indices and 'S' is sparse matrix. However, please note that the resulting matrix will also be a sparse matrix. If you require the result to be a dense matrix, you can convert it using the 'full' function. Below is a script that illustrates this process:
I = [1 3 5 8];
A = speye(100);
B = A(I, I); % B is a sparse matrix
disp(B);
B_dense = full(B); % B_dense is a dense matrix
disp(B_dense);
For additional details, please refer to the following documentations:
- Accessing Sparse Matrices - https://mathworks.com/help/matlab/math/accessing-sparse-matrices.html
- full function - https://mathworks.com/help/matlab/ref/full.html
Hope this helps!
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