Showing that a linear transformation from P3 to R4 is an isomorphism?

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Homework Help Overview

The discussion revolves around a linear transformation T from the space of polynomials of degree ≤ 3 (P3) to a 4-dimensional real number space (R4). Participants are exploring the conditions under which T can be shown to be an isomorphism, particularly focusing on the implications of the composition of transformations and the properties of linear mappings.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants discuss the implications of showing that the composition of transformations TU is the identity transformation. Questions arise regarding the meaning of "x is a value of T" and how this relates to the image of T spanning R4. There is also consideration of the rank-nullity theorem to establish injectivity.

Discussion Status

Some participants have provided guidance on the implications of surjectivity and injectivity in relation to the isomorphism of T. There is an ongoing exploration of the definitions and properties of linear transformations, with some participants affirming the reasoning presented by others.

Contextual Notes

Participants are working within the constraints of a homework problem, which may limit the information available for discussion. The problem hints at specific steps to take, which influences the direction of the conversation.

elo
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I have a linear transformation, T, from P3 (polynomials of degree ≤ 3) to R4 (4-dimensional real number space). I have a second linear transformation, U, from R4 back to P3.

In the first step of this four-step problem, I have shown that the composition TU from R4 to R4 is the identity linear transformation by sending a vector x through U, then sending the product of that through T, and ending up with x again.

What I don't understand is the next step: show that T is an isomorphism. The problem gives the hint that I should first show that the image of T spans R4: okay, fair enough. After some misguided attempts to prove linear independence of the entries of the column vector of T(f), I skipped ahead to the solutions, and was given this:

"Given a vector x in R4, we have T(U(x)) = x, by the previous part, and so x is a value of T, and im(T) = R4."

I do not understand this answer. I did T(U(x)) = x, so I get that. But what does it mean that "x is a value of T?" And how does that mean that the image of T spans R4?
 
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If you have already shown that ##TU=I##, then ##T## is surjective: if not, then the range of ##T## would not be all of ##\mathbb{R}^4##, and so the range of ##TU## could not be either, contradicting ##TU=I##. Can you use the rank-nullity theorem to conclude that ##T## is also injective?
 
elo said:
"Given a vector x in R4, we have T(U(x)) = x, by the previous part, and so x is a value of T, and im(T) = R4."

I do not understand this answer. I did T(U(x)) = x, so I get that. But what does it mean that "x is a value of T?" And how does that mean that the image of T spans R4?
I think it's a typo or misstatement. It would be correct if it said "and so x is an element of im(T)".
 
Okay: since I can get a 4-dimensional x out of T, the image of T must span R4. The starting space P3 has four dimensions. By rank-nullity, the dimension of the kernel of the transformation plus the dimension of its image must equal the dimension of P3; since the dimension of the image is four, the dimension of the kernel must be zero. Thus, T is both surjective and injective, and is thus an isomorphism.

Do I have the right idea?
 
elo said:
Okay: since I can get a 4-dimensional x out of T, the image of T must span R4. The starting space P3 has four dimensions. By rank-nullity, the dimension of the kernel of the transformation plus the dimension of its image must equal the dimension of P3; since the dimension of the image is four, the dimension of the kernel must be zero. Thus, T is both surjective and injective, and is thus an isomorphism.

Do I have the right idea?
Yes, it sounds right to me!
 

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