[PDF] Orthogonality slang: we say 'u1;:::;uk





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6.3 Orthogonal and orthonormal vectors

6.3 Orthogonal and orthonormal vectors. Definition. We say that 2 vectors are orthogonal if they are perpendicular to each other.



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slang: we say 'u1;:::;uk are orthonormal vectors' but orthonormality (like I (you'd think such matrices would be called orthonormal not orthogonal).



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Orthogonality

Stephen Boyd and Sanjay Lall

EE263

Stanford University

1

Orthonormal set of vectors

?normalizedif????? ?,?? ??????? (??are calledunit vectorsordirection vectors) ?orthogonalif?????for???? ?orthonormalif both setof vectors, not vectors individually T???? 2

Orthonormality

an orthonormal set of vectors is independent ?to see this, multiply??? ?by?T ?warning: if? ? ?then??T???(since its rank is at most?) (more on this matrix later ...) 3

Orthonormal basis for??

A matrix?is calledorthogonalif?is square and?T???

?(you"d think such matrices would be calledorthonormal, notorthogonal) ?it follows that?????T, and hence also??T??,i.e., ??T??? 4

Expansion in orthonormal basis

suppose?is orthogonal, so????T?,i.e., ?????T????? ??T??is called thecomponentof?in the direction?? ????T?resolves?into the vector of its??components ?????reconstitutes?from its??components ???is called the (??-)expansionof? 5

Complementary subspaces

if???? ????and?is orthogonal thenrange????andrange????are calledcomplementary subspaces, becauserange???? ?range?????

?they are orthogonali.e., every vector in the first subspace is orthogonal to every vector in the second

subspace ?every vector in??can be expressed as a sum of two vectors, one from each subspace ?each subspace is theorthogonal complementof the other 6

Complementary subspaces

range???? ?range????? ?range????range????because?T???? ? ?to showrange????range????, suppose???range????, then?T??? ?, and since?????T??? ??T??we have?????T??and so??range?? 7

Geometric interpretation

if?has orthonormal columns then transformation???? ?we say?isisometric, it preserves distances 8

Example: Rotation

rotation by?in??is given by 9

Example: Reflection

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