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Q38E

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Linear Algebra With Applications
Found in: Page 393
Linear Algebra With Applications

Linear Algebra With Applications

Book edition 5th
Author(s) Otto Bretscher
Pages 442 pages
ISBN 9780321796974

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Illustration

Short Answer

If A is any symmetric 2x2 matrix with eigenvalues -2 and 3, and u is a unit vector 2,2 , what are the possible values of the dot product u×Au ? Illustrate your answer, in terms of the unit circle and its image A .

The possible values of the dot product -2u.Au3, where a unit vector is

See the step by step solution

Step by Step Solution

Step 1: Symmetric matrix:

In linear algebra, a symmetric matrix is a square matrix that stays unchanged when its transpose is calculated. In that instance, a symmetric matrix is one whose transpose equals the matrix itself.

Step 2: Find the possible values of the dot product u→×Au→ :

Given that, A is any symmetric 2x2 matrix with eigenvalues -2 and 3, and is a unit vector 2 . From the spectral theorem, we know that there exists an orthonormal eigen basis v1,v2 for T , with associated real eigenvalues λ1=3 and λ2=-2 (Arrange things so that λ1λ2). Now consider the unit vector u is represented below:

u=c1v1+c2v2Au=λ1c1v1+λ2c2v2Au=3c1v1+2c2v2

Now evaluate u.Au as follows:

role="math" localid="1659612634271" u.Au=c1v1+c2v2.3c1v1-2c2v2u.Au=3c12-2c22 (1)

Since

3c12-2c223c12+3c22=3 (2)

and

-2c22 -2c22 =-23c12-2c22 (3)

From (1), (2) and (3) we can imply that the possible values of the dot product u.Au is as represented below:

-2u.Au3

Step 3: The plot of the unit circle and its image:

The orthonormal Eigen values are here λ1=3 is positive and λ2=-2 is negative. The plot of the unit circle and its image under A is represented below.

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