Linear algebra theory, numerical algorithms and matrices in FEM/BEM applications usually live as if in three separate worlds. This volume aims to compile them together as one entity as it was at the 2nd International Conference on Matrix Methods and Operator Equations from 23-27 July 2007 in Moscow.