The purpose of this book is to present in a unified and coherent form the large amount of research material currently available in various professional journals in the area of computations involving sparse matrices. At present, results in this area are not available in book form, particularly those involving direct methods for computing the inverses and the eigenvalues and eigenvectors of large sparse matrices.