Linear Transformation (Fredholm Alternative Theorem)

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Discussion Overview

The discussion revolves around the Fredholm Alternative Theorem in the context of linear transformations, specifically examining the relationship between the surjectivity of a linear operator \(T\) and its nullity in an n-dimensional vector space. Participants explore the implications of the theorem and how to prove the statements regarding solutions to the equation \(T(x) = b\).

Discussion Character

  • Technical explanation
  • Mathematical reasoning
  • Debate/contested

Main Points Raised

  • Some participants assert that if \(T\) is surjective, then the nullity of \(T\) must be zero, as indicated by the Rank-Nullity Theorem.
  • Others propose that if the nullity of \(T\) is greater than zero, then \(T\) cannot be surjective, leading to the conclusion that there exists some vector \(b\) in \(V\) that is not in the image of \(T\).
  • A participant questions how to prove that if the second statement (nullity of \(T\) > 0) is true, then the first statement (surjectivity) must be false.
  • There are repeated calls for using the Rank-Nullity Theorem to demonstrate the relationship between the nullity and surjectivity of \(T\).

Areas of Agreement / Disagreement

Participants generally agree on the implications of the Rank-Nullity Theorem regarding the relationship between surjectivity and nullity. However, the discussion includes multiple perspectives on how to articulate and prove these implications, indicating some disagreement on the clarity and correctness of earlier posts.

Contextual Notes

Some participants express uncertainty about the proofs and the logical connections between the statements, particularly regarding the application of the Rank-Nullity Theorem. There are also indications that earlier posts may not have addressed the questions posed adequately.

Swati
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Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds:

(i) the equation T(x)=b has a solution for all vectors b in V.

(ii) Nullity of T>0
 
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Swati said:
Let T:V->V be a linear operator on an n-dimensional vector space. Prove that exactly one of the following statements holds:

(i) the equation T(x)=b has a solution for all vectors b in V.

(ii) Nullity of T>0

Hi Swati, :)

Suppose that the first statement is true. That is \(T\) is surjective. Then,

\[\mbox{dim }(V)=\mbox{dim }(\mbox{Im }T)=n\]

Then by the Rank-Nullity Theorem,

\[\mbox{Nullity }T=\mbox{dim }(\mbox{Ker }T)=0\]

Conversely you can show that if the second statement is true the first statement cannot be true.

Kind Regards,
Sudharaka.
 
how to proof if second statement is true then first statement is false.
 
Swati said:
how to proof if second statement is true then first statement is false.
Use the rank-nullity theorem again, to show that T is surjective.
 
if the SECOND statement is true, T CANNOT be surjective:

by the rank-nullity theorem:

dim(V) = rank(T) + nullity(T).

if nullity(T) > 0, then rank(T) < dim(V), so that:

dim(im(T)) < dim(V).

thus there is some b in V not in im(T).

(i only posted this because Opalg's post answers the wrong question).
 
Deveno said:
if the SECOND statement is true, T CANNOT be surjective:

by the rank-nullity theorem:

dim(V) = rank(T) + nullity(T).

if nullity(T) > 0, then rank(T) < dim(V), so that:

dim(im(T)) < dim(V).

thus there is some b in V not in im(T).

(i only posted this because Opalg's post answers the wrong question).
Yes of course. I should have said: Use the rank-nullity theorem again, to show that T is NOT surjective.
 

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