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

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

Step by step

The question

Question: find the eigenvalues of A.

A = [−2, 1; 1, −2]

Some vectors are only stretched by A: A times v is just a number times v.

That number is called an eigenvalue.

We write it λ, lambda.

A v = λ v (v not 0)
λ (lambda): an eigenvalue

Move λv across: A − λI, times v, is 0.

A vector that is not 0 goes to 0 only when the determinant is 0.

So the determinant of A − λI must be 0.

(A − λI) v = 0 → det(A − λI) = 0

1 Take λ off the diagonal

λI has λ down the diagonal and 0s elsewhere.

So A − λI is A with λ taken away from the diagonal entries only.

A − λI = [−2 − λ, 1; 1, −2 − λ]

Careful!

λ is taken away only from the diagonal entries.

The other entries stay as they are.

Careful: λ comes off the diagonal only

2 Determinant = 0

We want the determinant of A − λI to be 0.

det(A − λI) = |−2 − λ, 1; 1, −2 − λ|

So (−2 − λ)(−2 − λ) − 1 × 1 = 0.

(−2 − λ)(−2 − λ) − 1 × 1 = 0

3 Multiply out

Every term of the first bracket times every term of the second.

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

Now we solve it, as in the quadratic equations lesson.

4 Factor

We need two numbers.

They multiply to 3, and they add to 4.

? × ? = 3
? + ? = 4

They multiply to a plus number, so the two numbers have the same sign.

They add to a plus number, so both are plus.

× is + → same signs: both +

We list the pairs that make 3, smallest first.

We add each pair.

We need 4.

1 and 3 give 4.

Yes!

1 × 3: 1 + 3 = 4 ✓

So it is (λ + 1)(λ + 3) = 0.

(λ + 1)(λ + 3) = 0

5 One bracket is 0

Two numbers multiply to 0.

That only happens if one of them is 0.

So one bracket must be 0.

A × B = 0 → A = 0 or B = 0

We make each bracket 0.

Two small equations.

λ + 1 = 0 or λ + 3 = 0

In λ + 1 = 0, we take away 1 on both sides.

In λ + 3 = 0, we take away 3 on both sides.

λ + 1 − 1 = 0 − 1 or λ + 3 − 3 = 0 − 3

So λ = −1 or λ = −3.

λ = −1 or λ = −3

6 Check

Let's check.

The eigenvalues always add up to the diagonal of A.

−3 + (−1) = −4, and the diagonal adds up to −4.

λs added: −3 + (−1) = −4, diagonal: −2 + (−2) = −4

And they multiply to det A: −3 × (−1) = 3, and det A is 3.

Both match, so the answer is right!

λs multiplied: −3 × (−1) = 3, det A = −2 × (−2) − 1 × 1 = 3

Let's look back.

First: take λ off the diagonal.

Then: determinant = 0.

Then: multiply out.

Then: factor.

Then: one bracket is 0.

Last: check.

Answer
λ = −1 or λ = −3

Your turn

Try this one yourself, then check:

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

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