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Eigenvector of [1, 2; 2, 1] for λ = 3

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

Step by step

The question

Question: find an eigenvector of A for λ = 3.

A = [1, 2; 2, 1]

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 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: 1 − 3 = −2 and 1 − 3 = −2.

A − 3I = [−2, 2; 2, −2]
→ [1, −1; 2, −2]
→ [1, −1; 0, 0]

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

That is why there are eigenvectors.

Row 1 as an equation: x − y = 0.

x − y = 0

We want x alone.

To remove − y, we add y on both sides.

x − y + y = y

They cancel on the left.

So x = y.

x = y

We pick y = 1.

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

v = [1; 1]

Careful!

Every number for the free letter works, except 0.

The zero vector is never an eigenvector.

Careful: the zero vector does not count

So: λ = 3: (1, 1).

Any number times them, except 0, works too.

= λ = 3: [1; 1]

2 Check

Let's check: A v must be λ times v.

= [1, 2; 2, 1] × [1; 1]
= [1 × 1 + 2 × 1; 2 × 1 + 1 × 1]
= [3; 3]

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

= 3 × [1; 1]

A only stretches it, by its λ.

So the answer is right!

Let's look back.

First: eigenvector for λ = 3.

Last: check.

Answer
= λ = 3: [1; 1]

Your turn

Try this one yourself, then check:

Eigenvector of [2, 1; 1, 2] for λ = 3
Show the answer
λ = 3: [1; 1]

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