Diagonalize a matrix (help for exam)

  • Thread starter Thread starter Gramsci
  • Start date Start date
  • Tags Tags
    Exam Matrix
Click For Summary
SUMMARY

The discussion focuses on diagonalizing the 2x2 matrix A = (1/2, sqrt(3)/2; sqrt(3)/2, -1/2). The eigenvalues calculated are 1 and -1, derived from the corrected characteristic equation det(A - λI) = 0, which simplifies to x^2 - 1 = 0. The eigenvectors corresponding to these eigenvalues are (1, -sqrt(3)) and (sqrt(3), 3), with the clarification that any scalar multiple of an eigenvector is also valid. The geometric interpretation of matrix D, the diagonalizing matrix, relates to transformations in vector space.

PREREQUISITES
  • Understanding of eigenvalues and eigenvectors
  • Familiarity with matrix operations and row reduction
  • Knowledge of characteristic polynomials
  • Basic concepts of linear transformations
NEXT STEPS
  • Study the process of finding eigenvalues and eigenvectors in depth
  • Learn about the geometric interpretation of diagonalization
  • Explore the implications of eigenvalues in linear transformations
  • Practice row reduction techniques for solving linear systems
USEFUL FOR

Students preparing for exams in linear algebra, educators teaching matrix theory, and anyone interested in the practical applications of diagonalization in mathematics.

Gramsci
Messages
64
Reaction score
0

Homework Statement



Find a matrix that diagonalizes the following 2x2 matrix:

A= (1/2 , sqrt(3)/2
sqrt(3)/2,-1/2)

What will the diagonalizing matrix D be? What does D mean geometrically? What does A mean geometrically?

Homework Equations


-


The Attempt at a Solution



First I began with computing the characteristic equations determinant:
det A-lambda(call it x)= (1/2-x)(-1/2-x)-(sqrt3/2)(sqrt3/2)=X^2=-1
and since we haven't begun with complex eigenvalues yet:
x(x)=-1
Thus, x1=1 and x2=-1

Then I'm trying to compute the eigenvectors, but I seem to fail after I've added -1 I get:

3/2 , sqrt(3)/2
sqrt(3)/2, 1/2

after row reduction:
3, sqrt(3)
0, 0

Therefore, the eigenvector for -1 have to be (sqrt(3),3)
But according to my solutions manual, it is : 1, - sqrt 3

How do I count for the second one? All these square roots confuse me, any tips on how I handle them in row reduction?

/Gramsci
 
Physics news on Phys.org
Gramsci said:

Homework Statement



Find a matrix that diagonalizes the following 2x2 matrix:

A= (1/2 , sqrt(3)/2
sqrt(3)/2,-1/2)

What will the diagonalizing matrix D be? What does D mean geometrically? What does A mean geometrically?

Homework Equations


-


The Attempt at a Solution



First I began with computing the characteristic equations determinant:
det A-lambda(call it x)= (1/2-x)(-1/2-x)-(sqrt3/2)(sqrt3/2)=X^2=-1
and since we haven't begun with complex eigenvalues yet:
x(x)=-1
Thus, x1=1 and x2=-1
You can't just declare the eigenvalues to be 1 and -1 because "haven't begun with complex eigenvalues yet"! What that tells you is that you have the wrong equation. (The eigenvalues of a symmetric matrix are always real.) (1/2- x)(-1/2- x)- (sqrt(3)/2)^2= x^2- 1/4- 3/4= x^2- 1= 0 which does have 1 and -1 as roots. Was that sheer luck?

Then I'm trying to compute the eigenvectors, but I seem to fail after I've added -1 I get:

3/2 , sqrt(3)/2
sqrt(3)/2, 1/2

after row reduction:
3, sqrt(3)
0, 0

Therefore, the eigenvector for -1 have to be (sqrt(3),3)
But according to my solutions manual, it is : 1, - sqrt 3
You "added" -1? Since you were subtracting lambda, that means you subtracted 1. What you found is an eigenvector corresponding to 1, not -1. Also, any multiple of an eigenvector is also an eigenvector so there can be many different answer. If, for example, you divide what you got by sqrt(3), you get (1, sqrt(3)) as another eigenvector corresponding to the eigenvalue 1.

How do I count for the second one? All these square roots confuse me, any tips on how I handle them in row reduction?

/Gramsci
Go back to the originally matrix and subtract -1 rather than 1 (add 1 rather than -1). Row reduce that.
 
Thanks for the help, now I get it. Thanks.
 

Similar threads

Replies
14
Views
2K
  • · Replies 32 ·
2
Replies
32
Views
3K
  • · Replies 42 ·
2
Replies
42
Views
5K
  • · Replies 7 ·
Replies
7
Views
2K
Replies
1
Views
2K
  • · Replies 69 ·
3
Replies
69
Views
9K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 8 ·
Replies
8
Views
3K
  • · Replies 21 ·
Replies
21
Views
2K
  • · Replies 6 ·
Replies
6
Views
2K