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Eigenvectors of [3, 1; 0, 3]

Step by step, with the reason for every step · Eigenvectors · Linear Algebra

Step by step

The question

Question: find the eigenvectors of A.

A = [3, 1; 0, 3]

An eigenvector is a vector that A only stretches: A times v is λ times v.

The zero vector does not count.

eigenvector: A v = λ v, v not 0

1 Find the eigenvalues

As in the eigenvalue lesson: take λ off the diagonal of A.

A − λI = [3 − λ, 1; 0, 3 − λ]

Its determinant, down minus up, must be 0.

So (3 − λ)(3 − λ) − 0 × 1 = 0.

(3 − λ)(3 − λ) − 0 × 1 = 0

Multiply out the brackets.

9 − 3λ − 3λ + λ2 = 0

Like terms together, the highest power first: λ² − 6λ + 9 = 0.

λ2 − 6λ + 9 = 0

It factors, as in the factoring lesson.

(λ − 3)2 = 0

So λ = 3.

λ = 3

2 Eigenvector for λ = 3

An eigenvector for this λ is a vector that A − λI sends to 0: its null space.

We take 3 off the diagonal: 3 − 3 = 0 and 3 − 3 = 0.

A − 3I = [0, 1; 0, 0]

A row of 0s: the letter x is free.

That is why there are eigenvectors.

Row 1 as an equation: y = 0.

So y = 0.

y = 0

We pick x = 1.

So an eigenvector for λ = 3 is (1, 0).

v = [1; 0]

Careful!

Every number for the free letter works, except 0.

The zero vector is never an eigenvector.

Careful: the zero vector does not count

There is only one λ, and only one free letter: every eigenvector is a number times (1, 0).

So: λ = 3: (1, 0).

Any number times them, except 0, works too.

= λ = 3: [1; 0]

3 Check

Let's check: A v must be λ times v.

= [3, 1; 0, 3] × [1; 0]
= [3 × 1 + 1 × 0; 0 × 1 + 3 × 0]
= [3; 0]

That is 3 times (1, 0): (3, 0).

= 3 × [1; 0]

A only stretches it, by its λ.

So the answer is right!

Let's look back.

First: find the eigenvalues.

Then: eigenvector for λ = 3.

Last: check.

Answer
= λ = 3: [1; 0]

Your turn

Try this one yourself, then check:

Eigenvectors of [1, 1; 0, 1]
Show the answer
λ = 1: [1; 0]

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