iSIRA: Integrated shift-invert residual Arnoldi method for graph Laplacian matrices from big data

Numerical experiments reveal that the integrated eigensolver outperforms the classical Arnoldi/Lanczos method for computing some smallest positive eigeninformation especially when the LU factorization is not available.