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Linear algebra

Linear algebra

Linear algebra
Eigenvalues, Eigenvectors and Diagnolization

August 17, 2020

Question 1

Find the eigenvalues and eigenvectors of the following matrices.

a)

( 2 ?8 ?2 ?4

)

b)

? ?2 2 02 0 2 0 2 2

? ?

c)

? ????? 1 0 0 0 0 0 ?12 0 0 0 0 0 ?12 0 0 0 0 0 92 0 0 0 0 0 ?120

? ?????

Question 2 State whether the following are true or false. If false, explain why or give a counter-example.

a) Suppose T : R2[x] ?? R2[x] is a linear transformation with eigenvalues ?1 = 1,?2 = ?2,?3 = ?12. Then T is an isomorphism. b) A given eigenvector has only 1 eigenvalue associated to it. c) Suppose A is an n × n matrix, and ? is an eigenvalue for A. Then the columns of (A??In) are linearly independent. d) A given eigenvalue has only 1 eigenvector associated to it.

1

Question 3

Let B = (1,x,x2) be the standard basis for R2[x], and suppose

T : R2[x] ?? R2[x]

is a linear transformation whose matrix with respect to B is

AT,B =

? ? 5 2 ?46 3 ?5 10 4 ?8

? ?

We showed in class that this matrix has the following eigenvectors with as- sociated eigenvalues;

v1 =

? ?121

2

1

? ? with ?1 = ?1

v2 =

? ?121 1

? ? with ?2 = 1

v3 =

? ?231

3

1

? ? with ?3 = 0

a) Show that C = (v1,v2,v3) is a basis for R3. b) Let S = (e1,e2,e3) be the standard basis for R3. Find

PS??C (1) PC??S (2)

. c) Find the matrix multiplication

D = (PS??C)(AT,B)(PC??S)

d) What is the relationship of this matrix D with respect to the original transformation T?

2

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