Is the Rank-Nullity Theorem Always True for Linear Operators?

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Discussion Overview

The discussion revolves around the Rank-Nullity Theorem and its applicability to linear operators, particularly in the context of internal versus external direct sums of vector spaces. Participants explore a counterexample provided by a professor that challenges the generalization of the theorem.

Discussion Character

  • Debate/contested
  • Conceptual clarification
  • Mathematical reasoning

Main Points Raised

  • One participant references a generalized Rank-Nullity Theorem from Wikipedia, suggesting that it states V is isomorphic to the direct sum of the image and kernel of a linear operator T.
  • The same participant presents a counterexample given by their professor, where T: R^2 -> R^2 with T(e1)=0 and T(e2)=e1, arguing that this shows the theorem does not hold in the form presented.
  • Another participant clarifies that the distinction between "isomorphic" and "equal to" is crucial, noting that the theorem is true in terms of dimensions but does not imply an internal direct sum in the case of linear operators from V to V.
  • A further response reiterates that the professor's counterexample illustrates that the internal direct sum cannot be assumed even when V=W, as it does not hold that V=Im(T)⊕Ker(T) in this context.

Areas of Agreement / Disagreement

Participants generally agree that the distinction between external and internal direct sums is significant, but there remains disagreement regarding the applicability of the Rank-Nullity Theorem in specific cases, particularly as illustrated by the counterexample.

Contextual Notes

The discussion highlights the limitations of applying the Rank-Nullity Theorem without considering the nature of the direct sum involved, as well as the assumptions regarding the relationship between the kernel and image of linear operators.

geor
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Hello all,

In wikipedia, http://en.wikipedia.org/wiki/Rank%E2%80%93nullity_theorem" a generalized rank-nulity theorem as below:

"If V, W are vector spaces and T : V -> W is a linear operator then
V is isomorphic with the direct sum of im(T) and ker(T)".

I had an exercise in Algebra which would be straightforward by using the theorem
above, but we had been given a somewhat complicated hint. When I mentioned this to the prof she said that this is not true and she also gave me the counter-example below:

T : R^2 -> R^2
T(e1)=0
T(e2)=e1

(R = the real numbers, e1, e2 the usual basis).

As she said, in this example, <e1>=ker(T)=Im(T) so the above theorem "is not true"..

I'm a bit confused, could you give some light please?!
I guess that this has to do with the fact that we say "isomorphic" and not "equal" (?!),
but still, that does not mean that the theorem is not correct.

In fact, the exercise we had to do was this:

If V is a v.s. and A: V -> V is a linear operator with Im(A^p) = Im( A^(p+1) ) for some p \in Z, prove <various stuff> and also prove that V = ker( A^p ) \directsum Im( A^p ).

Well, if you take in account that A^p is also a linear operator and by using the theorem above, this is straightforward.

Her proof is a almost a page...

Then I mentioned her this theorem and she said that it is not true and she gave me the above "counterexample"..

What do I miss here?!

Thanks in advance..
 
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Yup: "isomorphic" vs "equal to" is the problem. What wiki has is definitely true, as can be seen just by comparing dimensions. The direct sum in this case is the "exterior" direct sum of vector spaces, not the "interior" direct sum of subspaces. Your prof's counterexample shows that V is, in general, not an internal direct sum of kerT and imT when T is an operator V->V. On the other hand, notice that in that example kerT=~R and imT=~R, so that R^2=~kerT x imT.
 
Just repeating what dvs said, what wiki said is true, but it's not helpful to the problem at hand because it is a statement about the external direct sum while you are asked to prove a statement about the internal direct sum.

Your professor gave a counter-example showing that even in the special case V=W, the formula V\cong Im(T)\oplus Ker(T) (external direct sum) cannot be improved to V= Im(T)\oplus Ker(T) (internal direct sum).
 
Thanks a lot for the feedback! I see it now..
 

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