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Eigenvectors of [6, -2; 2, 1]

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

Step by step

The question

Question: find the eigenvectors of A.

A = [6, −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 Find the eigenvalues

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

A − λI = [6 − λ, −2; 2, 1 − λ]

Its determinant, down minus up, must be 0.

So (6 − λ)(1 − λ) − 2 × (−2) = 0.

(6 − λ)(1 − λ) − 2 × (−2) = 0

Multiply out the brackets, and 2 × (−2) = −4.

6 − 6λ − λ + λ2 + 4 = 0

Like terms together, the highest power first: λ² − 7λ + 10 = 0.

λ2 − 7λ + 10 = 0

It factors, as in the factoring lesson.

(λ − 2)(λ − 5) = 0

So λ = 2 or λ = 5.

λ = 2 or λ = 5

2 Eigenvector for λ = 2

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

We take 2 off the diagonal: 6 − 2 = 4 and 1 − 2 = −1.

A − 2I = [4, −2; 2, −1]
→ [1, −1 over 2; 2, −1]
→ [1, −1 over 2; 0, 0]

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

That is why there are eigenvectors.

Row 1 as an equation: x − y/2 = 0.

x − y2 = 0

We want x alone.

To remove − y/2, we add y/2 on both sides.

x − y2 + y2 = y2

They cancel on the left.

So x = y/2.

x = y2

We pick y = 2 to keep whole numbers.

So an eigenvector for λ = 2 is (1, 2).

v = [1; 2]

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 = 5

We take 5 off the diagonal: 6 − 5 = 1 and 1 − 5 = −4.

A − 5I = [1, −2; 2, −4]
→ [1, −2; 0, 0]

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

That is why there are eigenvectors.

Row 1 as an equation: x − 2y = 0.

x − 2y = 0

We want x alone.

To remove − 2y, we add 2y on both sides.

x − 2y + 2y = 2y

They cancel on the left.

So x = 2y.

x = 2y

We pick y = 1.

So an eigenvector for λ = 5 is (2, 1).

v = [2; 1]

So: λ = 2: (1, 2), and λ = 5: (2, 1).

Any number times them, except 0, works too.

= λ = 2: [1; 2], λ = 5: [2; 1]

4 Check

Let's check: A v must be λ times v.

= [6, −2; 2, 1] × [1; 2]
= [6 × 1 + (−2) × 2; 2 × 1 + 1 × 2]
= [2; 4]

That is 2 times (1, 2): (2, 4).

= 2 × [1; 2]

Now λ = 5.

= [6, −2; 2, 1] × [2; 1]
= [6 × 2 + (−2) × 1; 2 × 2 + 1 × 1]
= [10; 5]

That is 5 times (2, 1): (10, 5).

= 5 × [2; 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 = 2.

Then: eigenvector for λ = 5.

Last: check.

Answer
= λ = 2: [1; 2], λ = 5: [2; 1]

Your turn

Try this one yourself, then check:

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

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