Mathematical Foundations
The following sections are included:
Big-O Notations
Vector and Vector Calculus
Matrices and Matrix Decomposition
Determinant and Inverse
Matrix Exponential
Hermitian and Quadratic Forms
Eigenvalues and Eigenvectors
Definiteness of Matrices