Problems:
Numerical Linear Algebra : Complex nxn Matrix
1. Let A = (aij ) be a complex n × n matrix. Assume that {Ax, x}= 0 for all x ∈ ?n.
Prove that
(a) aii = 0 for 1 ≤ i ≤ n by substituting x = ei
(b) aij = 0 for i ≠ j by substituting x = pei+qej then using (a) and putting p, q = ±1, ±i
(here i =√-1) in various combinations
Conclude that A = 0.
2. Find a real n × n matrix A ≠ 0 such that {Ax, x}>0 for all x ∈ ℜn.
3. Find a real n×n matrix A such that {Ax, x}> 0 for all x ≠ 0, but A is not symmetric.
Hence, the symmetry requirement in Definition 12.9 cannot be dropped in the real case.
4. Let A ∈ ℜn be given, symmetric and positive definite. Define A0 = A, and consider the sequence of matrices defined by
Ak = GkGtk and Ak+1 = GtkGk
where Ak = GkGtk is the Cholesky factorization for Ak. Prove that the Ak all have the same eigenvalues.
5. Let A ∈ ?nxn and J a Jordan canonical form of A. Show that A has a square root (in the complex sense!) if and only if so does J. Show that if J is diagonal, then both J and A have square roots.
[Extra credit] Let J = ( λ 1) be a nondiagonal Jordan block. Show that J has a square root if and only if λ ≠ 0.
( 0 λ)