Finding eigenvalues and eigenvectors of a matrix A

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SUMMARY

The eigenvalues and eigenvectors of the matrix A = [2, 1; 8, 4] are determined using the characteristic equation det(A - λI) = 0. The calculated eigenvalues are λ = 0 and λ = 6. Corresponding eigenvectors are v₁ = [1; 4] for λ = 6 and v₂ = [1; -2] for λ = 0. The presence of a zero eigenvalue is confirmed by the determinant of the matrix being zero, indicating that it is indeed an eigenvalue.

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  • Understanding of eigenvalues and eigenvectors
  • Familiarity with matrix operations
  • Knowledge of determinants and their properties
  • Ability to solve linear equations
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  • Study the process of finding eigenvalues using the characteristic polynomial
  • Learn about the geometric interpretation of eigenvalues and eigenvectors
  • Explore applications of eigenvalues in systems of differential equations
  • Investigate the implications of zero eigenvalues in matrix theory
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Students studying linear algebra, mathematicians, and professionals working with matrix computations and transformations.

Rubik
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Homework Statement



Find the eigenvalues and eigenvectors of the matrix A = [2, 1; 8, 4]

Homework Equations



det(A - lambda I) = 0

The Attempt at a Solution



After expanding using the formula I have the equation (2 - [itex]\lambda[/itex])(4 - [itex]\lambda[/itex]) - 8

Which gives [itex]\lambda[/itex] = 0, 6 (Should I be worried that I got a zero in my answer?)

Then substituting the values for lambda back into the problem and using (A - [itex]\lambda[/itex]I)v = 0

For [itex]\lambda[/itex] = 6
[-4, 1; 8, -2] * [a; b] = [0; 0] and I get the eigenvector a[1; 4] from (-4a + b = 0)

For [itex]\lambda[/itex] = 0
[2, 1; 8, 4] * [a; b] = [0; 0] I get a second eigenvector of a[1; -2] from (2a + b = 0)

Did I get the right eigenvalues and corresponding eigenvectors?
 
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Yes, you did. And it's easy for you to check as well. A*[1;4] should give you 6*[1;4] and A*[1;-2] should give you 0*[1;-2], right? Does it work?
 
Rubik said:

Homework Statement



Find the eigenvalues and eigenvectors of the matrix A = [2, 1; 8, 4]

Homework Equations



det(A - lambda I) = 0

The Attempt at a Solution



After expanding using the formula I have the equation (2 - [itex]\lambda[/itex])(4 - [itex]\lambda[/itex]) - 8

Which gives [itex]\lambda[/itex] = 0, 6 (Should I be worried that I got a zero in my answer?)
Notice that the determinant of the matrix is 2(4)- 1(8)= 0. Since the determinant of a matrix is the product of its eigenvalues, 0 must be an eigenvalue.

Then substituting the values for lambda back into the problem and using (A - [itex]\lambda[/itex]I)v = 0

For [itex]\lambda[/itex] = 6
[-4, 1; 8, -2] * [a; b] = [0; 0] and I get the eigenvector a[1; 4] from (-4a + b = 0)

For [itex]\lambda[/itex] = 0
[2, 1; 8, 4] * [a; b] = [0; 0] I get a second eigenvector of a[1; -2] from (2a + b = 0)

Did I get the right eigenvalues and corresponding eigenvectors?
 

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