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Eigenvector Example by Math Help





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Eigenvector Example by
Article Posted: 05/28/2013
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Eigenvector Example


 
Education
Introduction to eigenvector example:

An Eigenvector is defined as a non-zero vector in which we can’t change its direction by a given linear transformation. Linear transformation can be denoted as T. Linear transformation can be given as follows, T(v)= `lambdav` .The other name of Eigen vector is characteristic vector . Eigen vector produces the scalar multiplication of the original vector. Eigenvector has a wide range of applications in all over the fields.In this article we are going to see some examples for eigen vector.

Computation of eigen vector example:

• A linear transformation T: Rn that tends to Rn given by an n x n matrix B. The Eigen value l and the eigenvector v of T can be defined by Bv = lv.

• Unvaryingly, v is a vector that has in null space (B- lI). The number l and the vector v are also called the Eigen value and the eigenvector of B.

• The following proposes may helps to find the Eigen values.

• l is an Eigen value of matrix B.

• Bv = lv where v should not be equal to zero.

• (B-lI)x = 0.that has a non trivial solution x=v.

• B-lI is non invertible.

• Determination of B-lI = 0.

• The characteristic polynomial of a given square matrix B is det(B-lI).

• Thus the Eigen values and the eigenvectors can be work out as follows.

Step 1: Get the Eigen values l1 and l2 by calculating the characteristics equation.

Step 2: For each Eigen value l solve the homogeneous system B-lI = 0.

and get the eigenvectors with li as the Eigen value.

Example Problems for Eigenvector:

Eigen vector example 1:

If that B is a matrix and that inverse matrix of B is B^-1 and if that y is an eigenvector for matrix B with the Eigen value is `[[2,1],[4,4]]` ? 0. Prove that y is an eigenvector for inverse matrix B^-1 with the Eigen value `[[2,1],[4,4]]`^-1 (inverse of matrix `[[2,1],[4,4]]`).

Solution:

Let us assume B.y = c, therefore: y = B^-1 c

Where B is a matrix When a matrix B and a nonzero vector y satisfy: B.y = `[[2,1],[4,4]]` y (for some scalar matrix `[[2,1],[4,4]]`), and therefore y = B^-1 c,

Then we get the value of y as follows,

y= `[[2,1],[4,4]]`-1.y,

therefore: `[[2,1],[4,4]]`^-1.y = B^-1.y

Eigen vector example 2:

Consider the following 2x2 matrix

`[[2,-1],[0,3]]` .

Find all the eigenvectors that are related to the Eigen value `lambda=3`

Solution:

In the above shown example we have verified that in actuality `lambda=3` is an Eigen value of the given matrix. Let Y0 be an eigenvector that are related to the Eigen value `lambda=3`.

Set Y0= `[[x0,],[yo,]]`. Then we have the following equations

(2-3)x0 + -y0 = 0.

0 + (3-3)y0 = 0.

which reduces to the only equation

-x0-y0 = 0.

This yields y = -x. Therefore, we have

Y0= `[[x0,],[yo,]]` = `[[x0,],[-xo,]]`

Y0=x0 `[[1,],[-1,]]`

Remain that we are all having all of the eigenvectors that are related to the Eigen value `lambda=3` .

Understand more on about How to Multiply Square Roots and its Illustrations. Between, if you have issue on these subjects Is Pi a Rational Number?, Please discuss your feedback.

Related Articles - Computation of eigen vector example, Example Problems for Eigenvector,

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