Define a sigmoid as any bounded, odd, increasing function from $\mathbb{R} \rightarrow \mathbb{R}$, and a pretty sigmoid as a sigmoid which is convex over $\mathbb{R^-}$ and concave over $\mathbb{R^+}.$
- Can an entire function be a (pretty) sigmoid?
If so, letLet $P$ be the smallest set of functions from $\mathbb{R} \rightarrow \mathbb{R}$ containing polynomials and closed under exponentiation and compositionproduct.
- Does $P$ contain a (pretty) sigmoid?
Clearly, bounded and odd is possible, asIf there a function $f$ in $x \mapsto \sin x$. Bounded$P$ such that $\lim_{x\rightarrow -\infty} f(x) = -\infty$, $\lim_{x\rightarrow\infty} f(x) = 0$ and increasing$e^f - \frac{1}{2}$ is also possiblea $x \mapsto e^{-e^{-x}}$.
(Thanks to Kevin Buzzard for noticing that none of the knownpretty) sigmoid functions are entire functions, my question was originally about $P$ only.)