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Say we have 2 functions $f$ and $g$ such that:

$f(a)<f(b) \Leftrightarrow g(a)<g(b)\;\; \forall a,b \in \mathbb{R}^n$

Is there an accepted name for a couple of functions like these?

Is there a body of research or some known theorems on this kind of functions?

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  • $\begingroup$ It seems functions $g$ as in the question are the ones of the form $h\circ f$, where $h$ is an order isomorphism from Im$(f)$ to some subset of $\mathbb{R}$ (which would be Im$(g)$) $\endgroup$
    – Saúl RM
    Commented May 10, 2023 at 18:01

1 Answer 1

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$\newcommand\R{\mathbb R}$Such pairs of functions may be called comonotone -- cf. comonotone approximation, which, for $n=1$, is an approximation of a piecewise monotonic function by a polynomial with the same monotonicity.

If functions $f$ and $g$ are comonotone in this sense and are in $L^2(\mu)$ for some probability measure $\mu$ over (say) $\mathbb R^n$, then $$\int fg\,d\mu\ge\int f\,d\mu\,\int g\,d\mu. \tag{1}\label{1}$$ This is Chebyshev's integral inequality -- cf. e.g. this and this.


For completeness, here is a proof of \eqref{1}:

We have $(f(a)-f(b))(g(a)-g(b))\ge0$ for all $a$ and $b$ in $\R^n$, and hence $$0\le\iint\mu(da)\mu(db)(f(a)-f(b))(g(a)-g(b)) \\ =2\int fg\,d\mu-2\int f\,d\mu\,\int g\,d\mu. \quad\Box$$


More on such comonotonicity: Suppose again that $f$ and $g$ are comonotone, and also suppose that $f$ and $g$ are Borel measurable. Let $Z$ be any random vector in $\R^n$. Let $X:=f(Z)$ and $Y:=g(Z)$. Then it is easy to check that, for any real $x$ and $y$, one of the events $\{X\le x\}$ and $\{Y\le y\}$ is contained in the other one. So, for all real $x$ and $y$ $$P(X\le x,Y\le y)=\min(P(X\le x),P(Y\le y));$$ that is, the random vector $(X,Y)$ is comonotone in this sense.

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