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Primary eigenvector for a large sparse matrix

Jun 8, 2012 at 2:12 PM

I have a large sparse square matrix — a graph adjacency matrix, actually. The matrix might have thousands of dimensions. I need to find only the eigenvector corresponding to the largest eigenvalue for this matrix, and I need to do it repeatedly and as fast as possible.

Is Math.NET is a good choice of library for this task? If so, which solver should I use?