Meus favoritos são:
Matrix Algebra: Theory, Computations, and Applications in Statistics - James E. Gentle
Numerical Linear Algebra for Applications in Statistics - James E. Gentle
Matrix Computations - Gene H. Golub e Charles F. Van Loan
Numerical Linear Algebra - Lloyd N. Trefethen E David Bau
Special Matrices and Their Applications in Numerical Mathematics - Miroslav Fiedler
Vale a pena olhar cada um deles e verificar qual deles te agrada mais.