Jacobi Iteration (cont.) x^{k+1} = D^{-1}(b - (L + U)x^k) { x^{k+1} = x^k + D^-1 r^k r^{k} = b - Ax^k } error: || x^{k+1} - x^k ||_2 residual: || r^k ||_2 Gauss-Seidel Iteration: A = (L + D + U) \Rightarrow Ax = b (D + U)x = b - Lx x = (D + U)^-1 (b - Lx) x^{k+1} = (D+U)^{-1}(b - Lx^k) (D + U)^{-1} x (bsubst)