Linear Transformation Equalities

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SUMMARY

The discussion focuses on proving two equalities involving a linear transformation T and its adjoint, specifically that Null(T*T) = Null(T) and Range(T*T) = Range(T). The user attempts to demonstrate that if v is in the nullspace of T, then T*T(v) must also equal zero, establishing the first equality. The challenge lies in proving the reverse, which involves utilizing the property of the adjoint to show that if T*T(v) = 0, then v must also belong to the nullspace of T.

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  • Understanding of linear transformations and their properties
  • Familiarity with the concept of nullspace and range
  • Knowledge of adjoint operators in linear algebra
  • Proficiency in inner product spaces and their properties
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  • Study the properties of linear transformations and adjoints in detail
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jnava
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Homework Statement

I need to show the following equalities, where T is a linear transformation and * is the adjoint.

Null(T*T) = Null(T)
Range(T*T) = Range(T)



The attempt at a solution

I know I have to show that Null(T) is a subset of Null(T*T) and then Null(T*T) is a subset of Null T...

Let v exist in Nullspace of T. Then T(v) = 0
Now let v exist in the Nullspace of T*T. Then T*T(v) = 0

Now i am lost, any help would be great. Thanks
 
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OK, so let v in the nullspace of T. Then T(v)=0. Can you show that T*T(0)=0??

The reverse is not so easy. But take T*T(v)=0. Then <T*T(v),v>=0. Now use the property of the adjoint.
 
Thank you!
 

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