Question

linear algebra

Asked by: lj8866

I have two questions, but what would help more is if someone explained the concepts behind the problems.

y1 = [1,1,1]T
y2 = [1,1,0]T
y3 = [1,0,0]T

and I is the identity operator on R^3

Find coordinates of I(e1), I(e2), I(e3) with respect to [y1,y2,y3]

and find a matrix A such that Ax is the coordinate vector of x with respect to [y1,y2,y3].

If L(c1y1 + c2y2 + c3y3) = (c1 + c2 + c3)y1 + (2c1 + c3)y2 - (2c2 + c3)y3 find a matrix representing L with respect to basis [y1,y2,y3]

and write x as a linear combination of y1, y2, y3 and use the matrix determined above to determine L(x).

x = [7,5,2]T



The second problem is L is the linear operator mapping P2 into R^2 defined by
L(p(x)) = [integral from 0 to 1 of p(x) dx, p(0) ] T

Find a matrix A such that L(alpha + beta * x) = A[alpha, beta]T.


I already have the solutions to these, but I do not understand how they were attained. Could someone explain the process behind how to solve these problems? That would be most helpful. Thank you.

-lj8866

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Asked On
2003-03-24 at 20:02:12ID20561854
Tags

linear

,

algebra

,

ax

,

combination

Topic

Math & Science

Participating Experts
3
Points
80
Comments
23

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Answers

 

by: lj8866Posted on 2003-03-24 at 20:42:46ID: 8200320

I solved the second problem so my question is just about the first now.

 

by: lj8866Posted on 2003-03-24 at 20:46:18ID: 8200336

I solved the second problem so my question is just about the first now.

 

by: VGRPosted on 2003-03-25 at 12:53:54ID: 8205757

If L(c1y1 + c2y2 + c3y3) = (c1 + c2 + c3)y1 + (2c1 + c3)y2 - (2c2 + c3)y3 find a matrix representing L with respect to basis [y1,y2,y3]

unless I understood wrongly your english Maths jargon (I'm French), this means :

L=((c1,2c1,0),(c2,0,-2c2),(c3,c3,-c3))

I must admit I've problems apprehending your way of presenting linear algebra

 

by: lj8866Posted on 2003-03-25 at 12:56:02ID: 8205773

i'm not sure what it means, I am simply copying out of my textbook. This is why I am quite confused.

I thought the method to finding the matrix was to evalute
L(y1) L(y2) and L(y3) rather than L(e1) L(e2) L(e3)
but I don't see that here.

 

by: VGRPosted on 2003-03-25 at 13:15:09ID: 8205903

e1, e2 and e3 are normally the unity vectors on the three axes of the referential you are in

 

by: lj8866Posted on 2003-03-25 at 13:19:44ID: 8205936

yes, but if you're changing the basis and doing the transformation then you take L(y1) L(y2) L(y3) rather than of e1 e2 e3. But I do not see how you can do that here.

 

by: VGRPosted on 2003-03-25 at 13:20:34ID: 8205944

I find your problem very badly stated as we don't have the type of "constants" c1,c2,c3 (vectors?matrices?integers?reals?)

also I can't translate-understand the meaning of "coordinates of I(e1), I(e2), I(e3) " and "the coordinate vector of x with respect to [y1,y2,y3]."

Sorry, you'll have to wait for someone passing by which is more accustomed to that way of writing Maths as simple as linear algebra and matrix operations 8-)

 

by: lj8866Posted on 2003-03-25 at 13:21:40ID: 8205951

yes, but if you're changing the basis and doing the transformation then you take L(y1) L(y2) L(y3) rather than of e1 e2 e3. But I do not see how you can do that here.

 

by: lj8866Posted on 2003-03-25 at 13:22:42ID: 8205959

I means the identity operator on R^3. I don't know what they mean either. They should be some sort of standard notation.

Sorry for the doubles

 

by: VGRPosted on 2003-03-25 at 13:28:18ID: 8205997

identity operator on R³ is ((1,0,0),(0,1,0),(0,0,1))

 

by: VGRPosted on 2003-03-25 at 13:28:38ID: 8205999

but this doesn't help you, I know :D

 

by: lj8866Posted on 2003-03-25 at 13:30:20ID: 8206009

lol. yea i knew that already :)

I was wondering what the I(x) operator was also, because that's the first step of the problem.

 

by: VGRPosted on 2003-03-25 at 13:35:51ID: 8206044

theoretically, I(x)=x
so I is an operator represented by a matrix "identity" being the one I posted (big stuff! :D )

 

by: lj8866Posted on 2003-03-25 at 13:38:42ID: 8206064

how would you find I(e1) I(e2) I(e3) with respect to [y1 y2 y3] ?

 

by: n_fortyninePosted on 2003-03-26 at 12:36:22ID: 8213108

How about expanding e1 e2 e3 as linear combinations of y1 y2 y3 e.g.

e1 = (1,0,0) = y3
e2 = (0,1,0) = y2 - y3
e3 = (0,0,1) = y1 - y2

 

by: lj8866Posted on 2003-03-29 at 05:44:30ID: 8230381

how would you do that expansion?

 

by: n_fortyninePosted on 2003-03-29 at 12:19:27ID: 8231634

So assume you are given the standard basic vectors:

e1 = 1,0,0..0
e2 = 0,1,0..0
..
en = 0,0,0..1

and their corresponding y(i) values, e.g.

T(1,0,0..0) = T(e1) = y1 = (2,4,...4) (m values)
T(0,1,0..0) = T(e2) = y2 = (1,-2,..2) (m values)
...
T(0,0,0..1) = T(e3) = yn = (3,0,..-2) (m values)

So every vector in the form (x1,x2,...xn) in R(n) can be expanded as a linear combination of the e1,e2,..en right?

(x1,x2,..xn) = x1(1,0,0..0) + x2(0,1,0..0) + ... + xn(0,0,0..1)
      = x1e1 + x2e2 + ... + xnen

Now you want to find a matrix a to be the reduced function for T, i.e. use T = Ax (A times x) to transform a vector x from R(n) to R(m).

Apply the transformation to (x1,x2,...xn) we have:
T(x1,x2,..xn) = T(x1e1 + x2e2 + ...+ xnen)
   = x1*T(e1) + x2*T(e2) + ... + xn*T(en)

(Notice that T(x) by definition always follow the addition and scalar multiplication properties, i.e.
  T(u + v) = T(u) + T(v)
  T(ru) = rT(u)
)

So now you can replace T(e(i)) with y(i), you'll end up with
T(x) = T(x1,x2,..xn) = x1y1 + x2y2 + ... + xnyn

Since Ax = T(x), T(x) is in the column space (CS) of A, thus y(i)'s have to be the columns of A.
(If you haven't learned about CS then here's an *cheating* explanation:
  Let A be an m x n matrix with y(i) as columns then.
 (Please copy and paste into Notepad or something to be able to read this)
                 | x1 |
                 | x2 |
   [y1 y2 ... yn]| .. | = x1y1 + x2y2 + ... + xnyn (an mx1 matrix)
                 | .. |
                 | xn |
   This works for any matrix.
 )
 So you've realized that A is only formed by making y(i) the columns of it, or in another words, transpose the matrix on the right hand side of the T[1,0,0..0] etc.

Now the problem you're having is you're not given the standard basis, in your case you are given
[1,1,1]
[1,1,0]
[1,0,0]
Don't worry the path to go is: since these vectors are linearly independant and they span R3, you can effectively express ANY vector in R3 with them right?

So now the only thing you need to do is to go and try to express the standard basis vectors as a Linear combination of these. In some case you have to go through and find
[1,1,1][a]   [1]
[1,1,0][b] = [0]
[1,0,0][c]   [0]
----------------
[1,1,1][e]   [0]
[1,1,0][f] = [1]
[1,0,0][g]   [0]
----------------
[1,1,1][h]   [0]
[1,1,0][i] = [0]
[1,0,0][j]   [1]

but here you can cheat and see that

e1 = (1,0,0) = y3
e2 = (0,1,0) = y2 - y3 = [1,1,0] - [1,0,0]
e3 = (0,0,1) = y1 - y2 = [1,1,1] - [1,1,0]

just like I said. Any more question about this part?

 

by: n_fortyninePosted on 2003-03-29 at 12:27:00ID: 8231653

(continue)
so the matrix A would have y3 as the first column, y2-y3 as the second column and y1-y2 as the third etc.

 

by: n_fortyninePosted on 2003-03-29 at 12:31:23ID: 8231674

>>e1 = (1,0,0) = y3
>>e2 = (0,1,0) = y2 - y3 = [1,1,0] - [1,0,0]
>>e3 = (0,0,1) = y1 - y2 = [1,1,1] - [1,1,0]

Aye, sorry for my just getting up. No, whatever I said until that point is correct but this is bogus haha.

e1 = [1,0,0] so T(e1) = T(1,0,0) = y3
e2 = [0,1,0] = [1,1,0] - [1,0,0] so T(e2) = y2 - y3
e3 = [0,0,1] = [1,1,1] - [1,1,0] so T(e3) = y1 - y2
(It's the T of e(i) not e(i) itself, sorry)

AND THEN A would have y3 as the first column, y2-y3 as the second column and y1-y2 as the third.

 

by: n_fortyninePosted on 2003-03-29 at 12:52:23ID: 8231746

For the second part you have x = [7,5,2]T
then you can express x as:

[7]     [1]     [1]     [1]
[5]T = 2[1]T + 3[1]T + 2[0]T = 2y1 + 3y2 + 2y3
[2]     [1]     [0]     [0]

Then L(x) = L(2y1 + 3y2 + 2y3) = blah blah blah (expand them out you have the formula.

The only thing left now is to find a matrix to represent L with respect to [y1,y2,y3]. This is simple:
L(c1y1 + c2y2 + c3y3) = (c1 + c2 + c3)y1 + (2c1 + c3)y2 - (2c2 + c3)y3

So you have
[1  1  1][c1]
[2  0  1][c2][y1 y2 y3] = L(c1y1 + c2y2 + c3y3) right?
[0 -2 -1][c3]
-------------
 (this part)

so haven't you got the matrix you want?

 

by: n_fortyninePosted on 2003-03-29 at 12:53:37ID: 8231749

btw it took me some time to look it up so please as well post the answers from your book to see if I got this right. (I *really* want to know) =)

 

by: GwynforWebPosted on 2003-04-09 at 10:15:06ID: 8301221

lj8866,
   Wow are you guys still going!

   I think you owe n_fortynine both a response and a lot more than 30pts.

GwynforWeb

 

by: lj8866Posted on 2003-04-12 at 09:26:20ID: 8319100

I looked at your work; it looks impressive but I don't really understand it. I really don't care about it anymore since I realized it was way more complicated than what I needed to know. I had fun doing the problem though :)

I increased the points a bit and I'll give you an A for the problem.

Oh yea, part I looks correct I think. I got two answers:

[0  0  1]   [0  0  1]
[0  0 -1]   [0  1 -1]
[1 -1  0]   [1 -1  0]

I know one of those is correct.

Part II I don't know if it's correct but I got
[0  0  1]
[0  1 -1]
[1 -1  0]

20120131-EE-VQP-002

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