Advanced Math/Eigenvectors
Expert: Paul Klarreich - 12/15/2011
QuestionQUESTION: Hi, I'm a first year Science student from Ireland and I've been studying for my Algebra final. I've been practicing a problem shhet on eigenvalues/vectors of matrices and I was hoping you might be able to help. I have no problem finding the eigenvalues but when I try to find the corresponding eigenvectors, I end up with three vectors with parameters, for example (0, 2t-r, t). That should be vertical but I couldn't figure out how to do that.
The answers given for the problem have just numbers and no t's or r's. Although I noticed that if I let t be 1 and r -1 then it works. I hope I explained myself well enough. Any help would be greatly appreciated.
ANSWER: Questioner: Adam
Country: Wicklow, Ireland
Category: Advanced Math
Private: No
Subject: Eigenvectors
Question: Hi, I'm a first year Science student from Ireland and I've been studying for my Algebra final. I've been practicing a problem shhet on eigenvalues/vectors of matrices and I was hoping you might be able to help. I have no problem finding the eigenvalues but when I try to find the corresponding eigenvectors, I end up with three vectors with parameters, for example (0, 2t-r, t). That should be vertical but I couldn't figure out how to do that.
The answers given for the problem have just numbers and no t's or r's. Although I noticed that if I let t be 1 and r -1 then it works. I hope I explained myself well enough. Any help would be greatly appreciated.
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I don't see what's wrong -- If A is a matrix, and v1 is an eigenvector for it, it means
A * v1 = k1 v1.
Now k1 v1 is a vector in the same direction as v1.
Then if v1 is an eigenvector, so is 2 v1, or 7 v1, or -4 v1, or r v1 for any r.
Why? A * r v1 = r A * v1 = r k1 v1 = (rk1) v1.
Now if v2 is another, then:
A * (r v1 + s v2) = A * r v1 + A * s v2 =
r A * v1 + s A * v2 =
r k1 v1 + s k1 v2
Send along your work and we'll see what we can do.
---------- FOLLOW-UP ----------
QUESTION: Find the eigenvalues and corresponding eigenvectors for the matrix,
A= 3 1 1
2 4 4
-1 -1 -1
Hence find an invertible matrix B which diagonalizes A.
I found eigenvalues of 0,2 and 4. When I found the eigenvectors I got them in terms of parameters. For 0 I got (0, t, -t), for 2 I got (t, -t, 0) and for 4 I got (-2t, -3t, t). The answers given are the same but with 1 in place of all the t's. Can I just substitute in 1 at the end of the problem?
AnswerQuestioner: Adam
Private: Yes
Changed it to public
Subject: Eigenvectors.
Question: QUESTION: Hi
QUESTION: Find the eigenvalues and corresponding eigenvectors for the matrix,
A= 3 1 1
2 4 4
-1 -1 -1
Hence find an invertible matrix B which diagonalizes A.
I found eigenvalues of 0,2 and 4.
>>>>> Yes, I got them, too.
When I found the eigenvectors I got them in terms of parameters. For 0 I got (0, t, -t), for 2 I got (t, -t, 0) and for 4 I got (-2t, -3t, t). The answers given are the same but with 1 in place of all the t's. Can I just substitute in 1 at the end of the problem?
>>>>>>>>> See the final comment,
[ 3 1 1 ]
[ 2 4 4 ]
[ -1 -1 -1 ]
Det of:
[ 3-k 1 1 ]
[ 2 4-k 4 ]
[ -1 -1 -1-k ]
= (after much simplifying):
8k + k^3 - 6k^2
Set it = 0 and solve:
k(8k + k^2 - 6k) = 0
k(k - 2)(k - 4) = 0
k = 0, k = 2, k = 4
========================
With k = 0:
[ 3-0 1 1 ] x
[ 2 4-0 4 ] y
[ -1 -1 -1-0 ] z
= <0,0,0>
[ 3 1 1 ] x
[ 2 4 4 ] y
[ -1 -1 -1 ] z
= <0,0,0>
3x + y + z = 0 A
2x + 4y + 4z = 0 B
x + y + z = 0 C <<<<< flipped all the signs.
A - C: 2x = 0; x = 0
y + z = 0 A
y + z = 0 B <<<< div out the 4
y + z = 0 C
y = -z, so we can take:
y = t, then z = -t
EXACTLY AS YOU GOT.
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With k = 2:
[ 3-2 1 1 ] x
[ 2 4-2 4 ] y
[ -1 -1 -1-2 ] z
= <0,0,0>
[ 1 1 1 ] x
[ 2 2 4 ] y
[ -1 -1 -3 ] z
= <0,0,0>
x + y + z = 0 A
2x + 2y + 4z = 0 B
x + y + 3z = 0 C <<<<<< again.
C-A: 2z = 0 ---> z = 0
x + y = 0 A
x + y = 0 B <<< div out the 2
x + y = 0 C
Again, take x = t, then y = -t,
AS YOU DID.
.........................................
k = 4
[ 3-4 1 1 ] x
[ 2 4-4 4 ] y
[ -1 -1 -1-4 ] x
= <0,0,0>
[ -1 1 1 ] x
[ 2 0 4 ] y
[ -1 -1 -5 ] x
= <0,0,0>
-1x + y + z = 0 A
x +2z = 0 B
x + y + 5z = 0 C
A+C : 2y + 6z = 0
y + 3z = 0
A+B : y + 3z = 0
Take z = t, y = -3t.
B: x + 2t = 0, x = -2t
OKAY, AGAIN.
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Now, if you like, you can take t = 1, and you can take t = 23, t = 419, or whatever. "Whatever" means the value that gives you the answer in the back of the book.
Note: I don't usually work these out in detail. I did this as a reminder of how this works (from 39 years ago).