A distance space is a pair $(X,d)$ where $X$ is a set and $d:X \times X \rightarrow \mathbb{R}$ is a symmetric, non-negative map such that $d(x,x)=0$ for all $x \in X$. These are sometimes called semi-metrics or pseudo-metrics, but these terms are used for a variety of different concepts in the literature.
Does anyone know of a characterization of distance spaces for which there exists a metric space $(X,\rho)$ such that $d(x,y) \leq \rho(x,y)$ for all $x,y \in X$? This is straight-forward when $X$ is finite or bounded, but seems more challenging for general $(X,d)$.
Two observations to start:
- The existence of such a metric $\rho$ is equivalent to the existence of a function $f:X \rightarrow \mathbb{R}$ such that $f(x) + f(y) \geq d(x,y)$ for all $x,y \in X$.
- An example where there is no such metric $\rho$ is given by $X = [0,1]$ and $d(x,y) = \frac{1}{|x-y|}$ for all (distinct) $x,y$.