S.G. Janssens
Science Advisor
Education Advisor
- 1,222
- 820
For advanced challenge #5, I would proceed as follows. Define ##\rho : X \times X \to \mathbb{R}## by ##\rho := f \circ d##. Then:
$$
\rho(x,y) = f(d(x,y)) \le f(d(x,z) + d(z,y))
$$
since ##f## is increasing and ##d## satisfies the triangle inequality. We are therefore done if we can show that ##f## is subadditive, which we do now. Because ##f'' \le 0## we see that ##f## is concave. For arbitrary ##s,t \ge 0## we have
$$
f(s + t) = \frac{s}{s + t}f(s + t) + \frac{t}{s + t}f(s + t) \qquad (\ast)
$$
For the first term on the right, we have (writing ##\mu := \tfrac{s}{s +t} \in [0,1]##),
$$
\mu f(s + t) = \mu f(s + t) + (1 - \mu)f(0) \le f(\mu(s + t) + (1 - \mu)0) = f(\mu(s + t))
$$
where it was used that ##f## is concave with ##f(0) = 0##. The second term on the right of ##(\ast)## is estimated likewise. Therefore ##(\ast)## implies that
$$
f(s + t) \le f(s) + f(t)
$$
which is subadditivity.
- Clearly ##\rho(x, y) \ge 0## for all ##x,y \in X##.
- If ##\rho(x,y) = 0## then ##f(d(x,y)) = 0## so ##d(x,y) = 0## and ##x = y## since ##d## is a metric.
- Conversely, ##\rho(x,x) = f(d(x,x)) = f(0) = 0## for all ##x \in X##.
- Symmetry of ##\rho## is immediate from symmetry of ##d##.
$$
\rho(x,y) = f(d(x,y)) \le f(d(x,z) + d(z,y))
$$
since ##f## is increasing and ##d## satisfies the triangle inequality. We are therefore done if we can show that ##f## is subadditive, which we do now. Because ##f'' \le 0## we see that ##f## is concave. For arbitrary ##s,t \ge 0## we have
$$
f(s + t) = \frac{s}{s + t}f(s + t) + \frac{t}{s + t}f(s + t) \qquad (\ast)
$$
For the first term on the right, we have (writing ##\mu := \tfrac{s}{s +t} \in [0,1]##),
$$
\mu f(s + t) = \mu f(s + t) + (1 - \mu)f(0) \le f(\mu(s + t) + (1 - \mu)0) = f(\mu(s + t))
$$
where it was used that ##f## is concave with ##f(0) = 0##. The second term on the right of ##(\ast)## is estimated likewise. Therefore ##(\ast)## implies that
$$
f(s + t) \le f(s) + f(t)
$$
which is subadditivity.