Proof involving linear transformation of a set of vectors

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Homework Help Overview

The problem involves a linear transformation T from R^n to R^m and a set of vectors S = {u, v, w} in R^n. The task is to demonstrate that if S is linearly dependent, then the transformed set {T(u), T(v), T(w)} is also linearly dependent.

Discussion Character

  • Conceptual clarification, Assumption checking, Exploratory

Approaches and Questions Raised

  • Participants discuss the implications of linear dependence and the nature of linear transformations. Questions arise about the existence of a linear relationship between the vectors in S and how this relationship is affected by the transformation T.

Discussion Status

The discussion is exploring the relationship between the linear dependence of the original set and its image under the transformation. Some participants suggest looking up definitions and clarifying whether T is indeed a linear transformation, while others are attempting to articulate the proof based on the properties of linear maps.

Contextual Notes

There is a noted lack of clarity regarding whether T is specified as a linear transformation in the original problem statement, which has prompted further questioning and exploration of definitions related to linear dependence.

Lanthanum
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Homework Statement


Let T:\Re^{n}\rightarrow\Re^{m} and let S={u,v,w}\in\Re^{n}.

If S is linearly dependent, show that {T(u), T(v), T(w)} is also linearly dependent.

Homework Equations


N/A


The Attempt at a Solution


Since S\in\Re^{n} then S`\in\Re^{m}.
Not sure where to go from here
 
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If the set of vectors are dependent you can find a linear relationship between them.

What happens to this linear relationship under the map T?
 
If p(t) is the linear relationship between the vectors in S, does that mean that T[p(t)] is the linear relationship between the vectors in S`?

If so I guess that proves that S` is also linearly dependent since there exists the linear relationship T[p(t)] between its elements.
 
Look up the definition of linear dependence.
 
Something is lacking in your statement of the problem. Is T supposed to be a linear map? You did not say so.
 
Lanthanum said:
If p(t) is the linear relationship between the vectors in S, does that mean that T[p(t)] is the linear relationship between the vectors in S`?

If so I guess that proves that S` is also linearly dependent since there exists the linear relationship T[p(t)] between its elements.
Don't ask, work it out. Your "p(t) is the linear relationship" is what Ziox suggested you look up- the definition of "linearly dependent". If vectors, u, v, and w are linearly dependent, then there exist numbers, a, b, c, not all 0, such that au+ bv+ cw= 0.

Now look at T(au+ bv+ cw)= T(0).

As Arkajad suggested, you will need to specify that T is a linear transformation (which you do in a later post).
 
Aha! I think I have it.

If vectors, u, v, and w are linearly dependent, then there exist numbers, a, b, c, not all 0, such that au+ bv+ cw= 0.

Now look at T(au+ bv+ cw)= T(0)

Since T is a linear transformation, T(0)=0, and T(au+ bv+ cw)=aT(u)+bT(v)+cT(w)=0

Since there exists scalars, a, b, c, not all 0, such that the above equation is true, S` is linearly dependent.

I can't believe I missed that even after ZioX's advice, guess I needed a study break. Thanks guys.
 

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