Linear Algebra

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Finite Dimensional Vector Spaces. (AM-7).
P.R. Halmos.

Google's PageRank and Beyond:
The Science of Search Engine Rankings.
A. Langville and C.D. Meyer.

Hadamard Matrices and Their Applications.
K.J. Horadam.

Matrices, Moments, and Quadrature with Applications.
G. Golub and G. Meurant.

Matrix Mathematics:
Theory, Facts, and Formulas with Application to Linear Systems Theory.
D.S. Bernstein.

Optimization Algorithms on Matrix Manifolds.
P. Absil, R. Mahony, et al.

Positive Definite Matrices.
R. Bhatia.

Spectra and Pseudospectra:
The Behavior of Nonnormal Matrices and Operators.
L.N. Trefethen and M. Embree.

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