Is T^n Linear When T is Linear?

In summary, the conversation discusses how to prove that Tn is a linear transformation when T is a linear transformation and n is a natural number. The conversation suggests using induction to prove this statement, and the steps for proving it are outlined. It is also mentioned that the proof for Tn(au)= aTn(u) can be done in a similar manner.
  • #1
cristina89
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0

Homework Statement


If T is a linear transformation, proof that Tn is a linear transformation (with nEN).


Homework Equations


I know that T is a linear application if:
T(u+v) = T(u) + T(v)
T(au) = aT(u)

The Attempt at a Solution


Actually I don't know how to start using these two affirmations. Can anyone help me with it?
I know how to do this when it has numbers, but then it comes to these kind of proofs, I don't know how to do this.
 
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  • #2
Start with T2. Is it true that T2(u+v)=T2(u)+T2(v)? Note that T2(u+v) means T(T(u+v)).

ehild
 
  • #3
You can do the general proof "by induction".
 
  • #4
I'm trying to solve it by induction.

For n = 1 ok.

Assuming that's ok for n = k.

For n = k+1

I don't know if I'm doing it right in this part:

Tk+1 = Tk.T(u+v) = Tk.(T(u+v)) = Tk(T(u)) + Tk(T(v)). Can I just afirm that's ok since T(u+v) is an application and Tk is an application too?
 
  • #5
I would have put in one more step. Tk(T(u+ v))= Tk(T(u)+ T(v)), using the "given" fact that T is linear, and then "= Tk(T(u))+ Tk(T(v))" using the "induction hypothesis" that Tk is linear.

And, of course, you now need to prove that Tn(au)= aTn(u) but that can be done the same way.
 

FAQ: Is T^n Linear When T is Linear?

What is a linear transformation?

A linear transformation is a mathematical function that maps points from one vector space to another in a way that preserves the linear structure of the original space.

What is a proof in the context of linear transformation?

A proof in the context of linear transformation is a logical and mathematical argument that demonstrates the validity of a statement or theorem about linear transformations.

How do you prove that a transformation is linear?

To prove that a transformation is linear, you must show that it satisfies two properties: additivity and homogeneity. Additivity means that the transformation of the sum of two vectors is equal to the sum of the individual transformations. Homogeneity means that the transformation of a scalar multiple of a vector is equal to the scalar multiple of the transformation of the original vector.

What are some common techniques used in linear transformation proofs?

Some common techniques used in linear transformation proofs include substitution, direct proof, proof by contradiction, and proof by induction. Other techniques may include using properties of matrices and vector spaces, using algebraic manipulations, and citing relevant theorems or definitions.

Why are linear transformation proofs important?

Linear transformation proofs are important because they help us understand the fundamental properties and behaviors of linear transformations, which have numerous applications in fields such as physics, engineering, and computer science. They also serve as the basis for more advanced mathematical concepts and techniques.

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