Convex or Concave Function is Left-Hand and Right-Hand Differentiable
Theorem
Let $f$ be a real function which is either convex or concave on the open interval $\left({a \,.\,.\, b}\right)$.
Then the left-hand derivative $f'_{-}\left({x}\right)$ and right-hand derivative $f'_{+}\left({x}\right)$ both exist for all $x \in \left({a \,.\,.\, b}\right)$.
Proof
- Let $f$ be convex on $\left({a \,.\,.\, b}\right)$.
Take this definition of convexity:
- $\displaystyle \forall x_1, x_2, x_3 \in \left({a \,.\,.\, b}\right): x_1 < x_2 < x_3: \frac {f \left({x_2}\right) - f \left({x_1}\right)} {x_2 - x_1} \le \frac {f \left({x_3}\right) - f \left({x_1}\right)} {x_3 - x_1}$
First we show that there exists a right-hand derivative.
Let $0 < h_1 < h_2$.
Substitute $x_1 = x$, $x_2 = x + h_1$, $x_3 = x + h_2$. Then:
- $\displaystyle \frac {f \left({x + h_1}\right) - f \left({x}\right)} {h_1} \le \frac {f \left({x + h_2}\right) - f \left({x}\right)} {h_2}$
Hence the function $\displaystyle F \left({h}\right) = \frac {f \left({x + h}\right) - f \left({x}\right)} h$ increases in some $\left({0 \,.\,.\, \delta}\right)$.
Thus from Limit of Monotone Function it follows that $\displaystyle \lim_{h \to 0^+} F \left({h}\right) = f'_{+}\left({x}\right)$ exists.
A similar argument shows the existence of the left-hand derivative.
- Let $f$ be concave on $\left({a \,.\,.\, b}\right)$.
The result follows from a similar argument.
$\blacksquare$
Sources
- K.G. Binmore: Mathematical Analysis: A Straightforward Approach (1977)... (previous)... (next): $\S 12.14$