Let $T$ be a bounded linear operator on a Hilbert space $H$. If $T$ is self-adjoint then $||T^n|| = ||T||^n$.
It is easy to see that $||T||^n$ is an upper bound. Indeed, there exists a $C>0$ such that, $||T^nx|| \leq C||x||$. Then $||T^n|| \leq ||T||^n$.
To prove the other direction, \begin{align*}||T||^2 = \sup_{||x|| =1}\{||Tx||^2\} & = \sup_{||x|| =1}\{\langle Tx,Tx\rangle\}= \sup_{||x|| =1}\{\langle x,TTx\rangle\} \\ & \leq \sup_{||x|| =1}\{||x||^2||T^2||\} = ||T^2||.\end{align*}
But for the case $n = 3$ (the induction step), it seems that trick I've used doesn't work. Since \begin{align*} ||T||^3 = \sup_{||x|| =1}\{||Tx||^3\} & = \sup_{||x|| =1}\{\sqrt{\langle Tx,Tx\rangle}^3\}= \sup_{||x|| =1}\{\sqrt{\langle x,TTx\rangle}^3\} \\ & \leq \sup_{||x|| =1}\{\sqrt{||x||^2||T^2||}^3\} = ||T^2||^{\frac{3}{2}}. \end{align*}
How to show the induction step? I read some comments using the spectral theorem but I have not learnt it yet. Is there another proof using just properties of being self-adjoint?