QR Decomposition And Orthoganality Flashcards

1
Q

What does QR decomposition theorem state

A

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)

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2
Q

How to compute Q and R in practice

A

To compute Q and R in practice:

Do Gram-Schmidt orthogonalisation on columns of A to get Q and then R = Q^T *A

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3
Q

What is definition of orthogonal complement

A

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)

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4
Q

If V = U + U perp, then what is V isomorphic to

A

If V = U + U perp, then V is isomorphic to U direct sum +o U perp

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5
Q

If U + U perp = V, then what is dim U perp and (U perp) perp

A

If U + U perp = V, then dim U perp = dim V - Dim U

(U perp) perp = U

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