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Eigenvalues of [1, 4; 2, -1]

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

Step by step

The question

Question: find the eigenvalues of A.

A = [1, 4; 2, −1]

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 = [1 − λ, 4; 2, −1 − 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) = |1 − λ, 4; 2, −1 − λ|

So (1 − λ)(−1 − λ) − 2 × 4 = 0.

(1 − λ)(−1 − λ) − 2 × 4 = 0

3 Multiply out

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

And 2 × 4 = 8.

−1 − λ + λ + λ2 − 8 = 0

Like terms together, the highest power first: λ² − 9 = 0.

λ2 − 9 = 0

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

4 Get λ² alone

There is no λ term, so we get λ² by itself.

To remove the − 9, we add 9 on both sides.

λ2 − 9 + 9 = 0 + 9

0 + 9 = 9.

Now we have λ² = 9.

λ2 = 9

5 Square root of both sides

λ squared is 9.

So λ is the square root of 9, or minus it.

Minus times minus is plus, so the negative one works too.

λ² = k → λ = √k or λ = −√k
3 × 3 = 9, (−3) × (−3) = 9

3 times 3 is 9.

So λ = 3 or λ = −3.

λ = 3 or λ = −3

6 Check

Let's check.

The eigenvalues always add up to the diagonal of A.

−3 + 3 = 0, and the diagonal adds up to 0.

λs added: −3 + 3 = 0, diagonal: 1 + (−1) = 0

And they multiply to det A: −3 × 3 = −9, and det A is −9.

Both match, so the answer is right!

λs multiplied: −3 × 3 = −9, det A = 1 × (−1) − 2 × 4 = −9

Let's look back.

First: take λ off the diagonal.

Then: determinant = 0.

Then: multiply out.

Then: get λ² alone.

Then: square root of both sides.

Last: check.

Answer
λ = 3 or λ = −3

Your turn

Try this one yourself, then check:

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

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