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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 minus number, so both are minus.

× 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!

With the signs: −1 and −3.

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 add 1 on both sides.

In λ − 3 = 0, we add 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.

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

λs added: 1 + 3 = 4, diagonal: 2 + 2 = 4

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

Both match, so the answer is right!

λs multiplied: 1 × 3 = 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, 2]
Show the answer
λ = 1 or λ = 4

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