Linear Transformation T: P2 to P3 & Matrix Representation

There are no rigid rules. Just practice and get used to the process.In summary, the conversation discusses finding the linear transformation and matrix representation of T: P2 > P3, defined by multiplication by x. The first part of the conversation focuses on proving that T is a linear transformation, while the second part discusses finding the matrix of T with respect to standard bases. The method of finding the matrix involves determining where the standard basis vectors map to in P3 and using this information to construct the matrix. The conversation also briefly mentions using a different basis and how the process of finding the matrix would be the same.
  • #1
jeffreylze
44
0

Homework Statement



Let T: P2 > P3 denote the function defined by multiplication by x :T(p(x)) = xp(x). In other words, T(a+bx+cx2) = ax+bx2+cx3

(a) Show that T is a linear transformation.
(b) Find the matrix of T with respect to the standard bases {1,x,x2} for P2 and {1,x,x2,x3} for P3

Homework Equations





The Attempt at a Solution



I managed to prove that T is a linear transformation. With B, I have completely no idea how to go about, i checked my books but the examples given are not relevant. Please help.
 
Physics news on Phys.org
  • #2
Figure out where the standard basis vectors map. 1 in P2 is (1,0,0) in the given basis. That maps to x in P3, which is (0,1,0,0). Continue this for all of basis vectors in P2, scratch your head and figure out how to write a matrix which does the same thing. THINK about it.
 
  • #3
Dick said:
1 in P2 is (1,0,0) in the given basis. That maps to x in P3, which is (0,1,0,0).

I don't really understand this part, how does 1 in p2 maps to x in p3 ?
 
  • #4
T(p(x))=x*p(x). So if p(x)=1, then T(1)=x*1=x. 1 in P2 maps to x in P3.
 
  • #5
Oh, so

p(x) = x , x in p2 will map it to x2 in p3? - (0,0,1,0)
p(x) = x2, X2 in p2 will map it to x3 in p3 - (0,0,0,1)

So that gives me

A = [0 0 0;
1 0 0
0 1 0;
0 0 1] ?

But is there a faster way to do this? I came across this equation while looking for extra info online, [T(u)]C=AB . Will that simplify the method?
 
  • #6
That's exactly right. What was "not faster" about the way you already did it? Once you understood the problem you solved it in two minutes. Why complicate it?
 
  • #7
Using that method, i tried solving this question but to no avail :

Find the matrix representation of T:P1 > P2 with respect to bases B = {1,x} and C {1,x,x2} where

T(p) = (x+2)p for p[tex]\in[/tex]P1

p = a0 + a1x

T(1) = (x+2)
T(x) = (x2+2x)

and I don't know how to map that to P2
 
  • #8
1 in P2 is (1,0). (x+2) in P2 is (2,1,0). PLEASE say you knew that. What is x in P1 and what is (x^2+2x) in P2? Now write down a 2x3 matrix and start filling in the columns. Your best tool is actually thinking about the problem. There is no magic formula.
 
  • #9
I am such a douche + a slow learner =/ Yeah, i get it (x+2) in P2 is (2,1,0) (it is just the same thing like the previous example! careless me) x in p1 is just (0,1) so (x^2+2x) in P2 will be (0,2,1). So the matrix will be A = (2,1,0 ; 0,2,1)

So a different basis will still be the same. Say B = {1,x-2} and C = {2,x,x^2} for P1 and P2 respectively.

T(1) = (x+2)
T(x-2)= (x^2-4)

1 in P1 will be (1,0) , and will map to (1,1,0) in P2

(x-2) in P2 will be (0,1) and will map to (-2,0,1) in P2

Yeap, eureka, i think i got it. Also, do you think these steps will be sufficient to answer exams questions? Or do I need a more rigid method/calculations ?
 
  • #10
You are doing exactly what you are supposed to do. Compute the product, figure out the components in the given bases and deduce the matrix.
 

FAQ: Linear Transformation T: P2 to P3 & Matrix Representation

What is matrix representation?

Matrix representation is a mathematical tool used to represent and manipulate data in a structured manner. It involves organizing data in a grid-like format, with rows and columns, where each element in the grid corresponds to a specific value or variable.

How is matrix representation used in science?

Matrix representation is used in various fields of science, such as physics, chemistry, and biology, to organize and analyze data. It is particularly useful in areas such as data analysis, computer graphics, and statistical modeling.

What are the benefits of using matrix representation?

Matrix representation allows for efficient storage and manipulation of large sets of data. It also enables the application of mathematical operations, such as matrix multiplication, to analyze and derive insights from the data.

How is matrix representation different from other data representations?

Unlike other data representations, such as lists or tables, matrix representation allows for efficient handling of multidimensional data. It also enables the use of advanced mathematical techniques, such as linear algebra, for data analysis.

Can matrix representation be applied to real-world problems?

Yes, matrix representation has a wide range of real-world applications, such as image and signal processing, network analysis, and machine learning. It is a powerful tool for solving complex problems and making sense of large datasets.

Similar threads

Back
Top