QR Decomposition And Orthoganality Flashcards
What does QR decomposition theorem state
QR decomposition theorem states that:
If A is a square invertible matrix, then we can write
A = QR where Q is orthogonal and R is upper triangular with positive entries on diagonal (Rij = 0 if i > j)
How to compute Q and R in practice
To compute Q and R in practice:
Do Gram-Schmidt orthogonalisation on columns of A to get Q and then R = Q^T *A
What is definition of orthogonal complement
Orthogonal complement definition is:
Orthogonal complement U perp of U <= V is given by:
U perp = {v in V : inner(u,v) = 0 for all u in U)
(perpendicular lines in R^2)
If V = U + U perp, then what is V isomorphic to
If V = U + U perp, then V is isomorphic to U direct sum +o U perp
If U + U perp = V, then what is dim U perp and (U perp) perp
If U + U perp = V, then dim U perp = dim V - Dim U
(U perp) perp = U