You're looking for the Moore-Penrose pseudoinverse. It is defined on MathWorld and is easy to implement for a matrix A as (A^t A)^{-1} A^t where A^t is A transposed, A^t A is a square matrix, (A^t A)^{-1} being its inverse (if it exists).

Hope this helps, -gjb-