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How can I calculate inverse of sparse matrix in Eigen library


I have a question about Eigen library in C++. Actually, I want to calculate inverse matrix of sparse matrix. When I used Dense matrix in Eigen, I can use .inverse() operation to calculate inverse of dense matrix. But in Sparse matrix, I cannot find inverse operation anywhere. Does anyone who know to calculate inverse of sparse matrix? help me.


Solution

  • You cannot do it directly, but you can always calculate it, using one of the sparse solvers. The idea is to solve A*X=I, where I is the identity matrix. If there is a solution, X will be your inverse matrix. The eigen documentation has a page about sparse solvers and how to use them, but the basic steps are as follows:

    SolverClassName<SparseMatrix<double> > solver;
    solver.compute(A);
    SparseMatrix<double> I(n,n);
    I.setIdentity();
    auto A_inv = solver.solve(I);