Module Title:
Numerical Linear Algebra
Module Code:
DSC6232
Module Content
- Special classes of matrices (normal, unitary, Hermitian, positive definite)
- Solving system of equations
- Fundamental linear algebraic concepts (matrix norms, eigenvalues, singular values and vectors)
- Euclidean space and inner product, linear transformations, multilinear form, quadratic forms
- Transform matrices into triangular, Hessenberg, tri-diagonal, or unitary form
- Direct methods for solving linear algebraic systems
- Iterative techniques for solving linear algebraic systems and eigenvalues problems
- Multigrid methods
- Convergence, stability and complexity of algorithms