2. Show that the scalar product of two vectors remains invariant at linear transformations of the vectors if and only if the transformations are orthogonal. That is, given two vectors a; and bi, and a simultaneous linear transformation ai + ái = Rijaj bi → bį = Rijbj (5) show that we have aźb; = a;b; if an only if the matrix R is orthogonal. The Einstein summation convention is implied throughout. Hint: If you have more than one implicit summation in the same formula, make sure to prop- erly differentiate between the summations by denoting the corresponding summation indices with different letters! In other words, an index cannot be repeated more than once in any given formula.

Linear Algebra: A Modern Introduction
4th Edition
ISBN:9781285463247
Author:David Poole
Publisher:David Poole
Chapter7: Distance And Approximation
Section7.4: The Singular Value Decomposition
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2. Show that the scalar product of two vectors remains invariant at linear transformations of the
vectors if and only if the transformations are orthogonal.
That is, given two vectors a; and bį, and a simultaneous linear transformation
ai = Rijaj
bib₁ = Rijbj
Ai
(5)
=
show that we have a bi ai bį if an only if the matrix R is orthogonal. The Einstein summation
convention is implied throughout.
Hint: If you have more than one implicit summation in the same formula, make sure to prop-
erly differentiate between the summations by denoting the corresponding summation indices with
different letters! In other words, an index cannot be repeated more than once in any given formula.
Transcribed Image Text:2. Show that the scalar product of two vectors remains invariant at linear transformations of the vectors if and only if the transformations are orthogonal. That is, given two vectors a; and bį, and a simultaneous linear transformation ai = Rijaj bib₁ = Rijbj Ai (5) = show that we have a bi ai bį if an only if the matrix R is orthogonal. The Einstein summation convention is implied throughout. Hint: If you have more than one implicit summation in the same formula, make sure to prop- erly differentiate between the summations by denoting the corresponding summation indices with different letters! In other words, an index cannot be repeated more than once in any given formula.
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