Linear Algebra: Linear Transformation Problem

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Homework Help Overview

The discussion revolves around a linear algebra problem concerning linear transformations, specifically the conditions under which \( T^2 = 0 \) if and only if \( T(V) \subset n(T) \), where \( n(T) \) denotes the null space of the transformation \( T \). Participants are exploring definitions and implications related to the null space and the transformation's behavior.

Discussion Character

  • Conceptual clarification, Mathematical reasoning, Assumption checking

Approaches and Questions Raised

  • Participants express uncertainty about the definitions and the starting point for the proof. There is an attempt to clarify the meaning of \( n(T) \) and its implications. Some participants explore the relationship between the null space and the transformation's output, questioning how the properties of \( T \) relate to the dimensions of the involved spaces.

Discussion Status

Some participants have provided insights into the definitions and logical implications of the problem, suggesting a direction for the proof. However, there remains a lack of consensus on the complete approach, and further exploration of the reverse implication is noted as necessary.

Contextual Notes

Participants mention frustration with the resources available to them, indicating a potential lack of clarity in the definitions provided in their textbooks. The discussion also highlights the need for a deeper understanding of the properties of linear transformations and their null spaces.

Ertosthnes
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Homework Statement


Let T[tex]\in[/tex]L(V,V). Prove that T[tex]^{2}[/tex]=0 iff T(V)[tex]\subset[/tex]n(T).

Homework Equations


dim T(V) + dim n(T) = dim V comes to mind.

The Attempt at a Solution


Honestly, I don't know where to start. I have no idea what I'm doing. My book and my professor are both utterly useless and I'm frustrated at how badly I am failing at this.
 
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Ertosthnes said:

Homework Statement


Let T[tex]\in[/tex]L(V,V). Prove that T[tex]^{2}[/tex]=0 iff T(V)[tex]\subset[/tex]n(T).

Homework Equations


dim T(V) + dim n(T) = dim V comes to mind.

The Attempt at a Solution


Honestly, I don't know where to start. I have no idea what I'm doing. My book and my professor are both utterly useless and I'm frustrated at how badly I am failing at this.
Does your book have any definitions? For example does it give a definition of "n(T)"? You did not here, but I am going to assume that n(T) is the null space of T: the set of all vectors, v, such that T(v)= 0. One direction should be obvious. If T(v)= 0, then T2(v)= T(T(v))= T(0)= 0. Now the other way. Suppose that T2(v)= T((T(v))= 0. What does that tell you about the T(V)?
 
Ah yes. n(T) is the null space of T.

Okay, suppose T[tex]^{2}[/tex](V) = T(T(V)) = 0:

Let another vector space W = T(V), so T(W) = 0. Then W [tex]\subset[/tex] n(T). Substituting we obtain T(V) [tex]\subset[/tex] n(T).

Does that work?
 
Strictly speaking, either T(W)= {0} or T(v)=0 for all v in W. It might be better to say "if v is in T(V) then v= T(u) for some u in V. Then T(v)= T(T(u))= T2(u).

That proves "If T2= 0, then T(V)[itex]\subset[/itex]n(T). But you still need to prove "If T(V)[itex]\subset[/itex]n(T) then If T2= 0". Of course, that's pretty easy.
 

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