memory efficient matrix inversion

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Does anybody know any algorithms for inversion of large matrices that are memory efficient? By memory efficient I mean no half-full matrix is formed. If you need to know, my matrix has several diagonals with complex nonzero elements, and most of the matrix is empty (zeros)