Math 929 - Iterative Methods in Linear Algebra
Classroom notes
I am trying hard to catch up on the classroom notes.
This is a preliminary version of the notes.
The section on TFQMR is still missing from Chapter 2.
The final version will include references and a short bibliography.
Classroom notes, contents
- Chapter 1 - Symmetric positive definite matrices
- 1.1 Steepest descent
- 1.2 Conjugate Gradient Method
- 1.3 Convergence of Conjugate Gradient
- 1.4 CG as a polynomial recurrence
- Chapter 2 - Nonsymmetric matrices
- 2.1 CGNR and CGNE
- 2.2 BiCG and CGS
- 2.3 BiCGSTAB
- 2.4 GMRES - Generalized minimum residual
- 2.5 GMRES - reorthogonalization, algorithm
- Chapter 3 - Eigenvalue Problems
- 3.1 Rayleigh Quotient
- 3.2 Lanczos Algorithm
- 3.3 Eigenvalues of a Symmetric Tridiagonal Matrix