Let
$f: \Bbb R^2 \rightarrow \Bbb R$,
$$f(x, y) := {1 \over x^2 + y^2}$$ for $(x, y) \in \Bbb R^2 \setminus \{0\}$, $0$ otherwise.
In of my books, it is claimed that this would be a function of the type
$$\Bbb R^n \rightarrow \Bbb R,$$
$$x \rightarrow f(||x||),$$
but why is that the case? $||x||$ denotes a norm, right? But what kind of norm does $x^2 + y^2$ denote?