1
$\begingroup$

Consider T ∈ L(U, V ). U, V are finite dimensional. Show that dim range (T*T) = dim range T. Then, show that if dim range T = dim U then T*T is invertible. T* is the adjoint of T.

So it is obvious that T*T: U -> U but I just have no clue where to start or show this (or both parts rather). I was thinking of starting with a basis for both U and V but I'm not sure. Any help would be much appreciated!

$\endgroup$
1
  • $\begingroup$ Do you know the rank formula (occasionally called the "rank-nullity theorem")? $\endgroup$ May 16, 2017 at 21:08

1 Answer 1

4
$\begingroup$

I'm assuming these are inner product spaces, otherwise you need to define the adjoint map differently (in a general normed vector space, the adjoint is a map between dual spaces $T^*: V^* \to U^*$).

We show that their kernels are equal first. Note that is $x \in \text{ker}(T)$ then $$Tx = 0 \,\,\,\,\,\, \implies \,\,\,\,\,\, T^*Tx =0$$ so $x \in \text{ker}(T^*T)$. Conversely, if $x \in \text{ker}(T^*T)$, then $$T^*Tx = 0 \,\,\,\,\, \implies \,\,\,\,\, \langle x, T^*T x\rangle = 0 \,\,\,\,\, \implies \,\,\,\,\, \langle Tx, Tx \rangle = 0 \,\,\,\,\, \implies Tx = 0.$$ Thus $x \in \text{ker}(T)$. Hence $\text{ker}(T) = \text{ker}(T^*T)$. Now by the rank nullity theorem we have $$\text{dim}(\text{range}(T)) + \text{dim}(\text{ker}(T))= \text{dim}(U)$$ and $$\text{dim}(\text{range}(T^*T)) + \text{dim}(\text{ker}(T^*T))= \text{dim}(U).$$ Subtracting these two equations and using that the kernels have the same dimension yields the result.

$\endgroup$
1
  • $\begingroup$ this is great, thank you so much! Then for the part where if dim rangeT= dim U, then dim U=dim rangeT*T which would imply dim kerT*T =0 which means T*T is injective, and since T*T is only on U, then T*T must be invertible. Does that sound correct? $\endgroup$ May 17, 2017 at 3:56

You must log in to answer this question.

Not the answer you're looking for? Browse other questions tagged .