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Eigenvector of [2, 1; 1, 2] for λ = 1

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 = 1.

A = [2, 1; 1, 2]

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 = 1

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

We take 1 off the diagonal: 2 − 1 = 1 and 2 − 1 = 1.

A − 1I = [1, 1; 1, 1]
→ [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 take away 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 = 1 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 = 1: (−1, 1).

Any number times them, except 0, works too.

= λ = 1: [−1; 1]

2 Check

Let's check: A v must be λ times v.

= [2, 1; 1, 2] × [−1; 1]
= [2 × (−1) + 1 × 1; 1 × (−1) + 2 × 1]
= [−1; 1]

That is 1 times (−1, 1).

= 1 × [−1; 1]

A only stretches it, by its λ.

So the answer is right!

Let's look back.

First: eigenvector for λ = 1.

Last: check.

Answer
= λ = 1: [−1; 1]

Your turn

Try this one yourself, then check:

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

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