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Eigenvectors of [-2, 1; 1, -2]

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

Step by step

The question

Question: find the eigenvectors of A.

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 Find the eigenvalues

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

A − λI = [−2 − λ, 1; 1, −2 − λ]

Its determinant, down minus up, must be 0.

So (−2 − λ)(−2 − λ) − 1 × 1 = 0.

(−2 − λ)(−2 − λ) − 1 × 1 = 0

Multiply out the brackets, and 1 × 1 = 1.

4 + 2λ + 2λ + λ2 − 1 = 0

Like terms together, the highest power first: λ² + 4λ + 3 = 0.

λ2 + 4λ + 3 = 0

It factors, as in the factoring lesson.

(λ + 3)(λ + 1) = 0

So λ = −3 or λ = −1.

λ = −3 or λ = −1

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: −2 − (−3) = 1 and −2 − (−3) = 1.

A − (−3)I = [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 = −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

3 Eigenvector for λ = −1

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

A − (−1)I = [−1, 1; 1, −1]
→ [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 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 = −1 is (1, 1).

v = [1; 1]

So: λ = −3: (−1, 1), and λ = −1: (1, 1).

Any number times them, except 0, works too.

= λ = −3: [−1; 1], λ = −1: [1; 1]

4 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]
= [3; −3]

That is −3 times (−1, 1): (3, −3).

= −3 × [−1; 1]

Now λ = −1.

= [−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 × [1; 1]

A only stretches each one, by its λ.

So the answer is right!

Let's look back.

First: find the eigenvalues.

Then: eigenvector for λ = −3.

Then: eigenvector for λ = −1.

Last: check.

Answer
= λ = −3: [−1; 1], λ = −1: [1; 1]

Your turn

Try this one yourself, then check:

Eigenvectors of [−2, 1; 3, −4]
Show the answer
λ = −5: [−1; 3], λ = −1: [1; 1]

More from Eigenvectors

The whole lesson: Eigenvectors →