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Say I have a Matrix $M$ that is a banded matrix where an LU decomposition exists (so without pivot). Are the $L$ and $U$ of the $LU$ decomposition also banded? Is the band the same (ignoring the upper/lower bound for L/U)?

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Yes, just think of computing $LU$ by doing Gaussian elimination.

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