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Bounding Taylor approximation errors for the exponential function in the presence of a power weight function (2403.01940v1)

Published 4 Mar 2024 in math.CA

Abstract: Motivated by the needs in the theory of large deviations and in the theory of Lundberg's equation with heavy-tailed distribution functions, we study for $n=0,1,...$ the maximization of $S:~\Bigl(1-e{-s}\Bigl(1+\frac{s1}{1!}+...+\frac{sn}{n!}\Bigr)\Bigr)/s{\delta} = E_{n,\delta}(s)$ over $s\geq0$, with $\delta\in(0,n+1)$, $U:~({-}1){n+1}\Bigl(e{-u}-\Bigl(1-\frac{u1}{1!}+...+({-}1)n\,\frac{un}{n!} \Bigr)\Bigr)/u{\delta}=G_{n,\delta}(u)$ over $u\geq0$ with $\delta\in(n,n+1)$. We show that $E_{n,\delta}(s)$ and $G_{n,\delta}(u)$ have a unique maximizer $s=s_n(\delta)>0$ and $u=u_n(\delta)>0$ that decrease strictly from $+\infty$ at $\delta=0$ and $\delta=n$, respectively, to 0 at $\delta=n+1$. We use Taylor's formula for truncated series with remainder in integral form to develop a criterion to decide whether a particular smooth function $S(\delta)$, $\delta\in(0,n+1)$, or $U(\delta)$, $\delta\in(n,n+1)$, respectively, is a lower/upper bound for $s_n(\delta)$ and $u_n(\delta)$, respectively. This criterion allows us to find lower and upper bounds for $s_n$ and $u_n$ that are reasonably tight and simple at the same time. Furthermore, as a consequence of the identities $\frac{d}{d\delta}\,[{\rm ln}\,ME_{n,\delta}] ={-}{\rm ln}\,s_n(\delta)$ and $\frac{d}{d\delta}\,[{\rm ln}\,MG_{n,\delta}]={-}{\rm ln}\,u_n(\delta)$, we show that $ME_{n,\delta}$ and $MG_{n,\delta}$ are log-convex functions of $\delta\in(0,n+1)$ and $\delta\in(n+1,n)$, respectively, with limiting values 1 ($\delta\downarrow0$) and $1/(n+1)!$ ($\delta\uparrow n+1$) for $E$, and $1/n!\,(\delta\downarrow n)$ and $1/(n+1)!\,(\delta\uparrow n+1)$ for $G$. The minimal values $\hat{E}n$ and $\hat{G}_n$ of $ME{n,\delta}$ and $MG_{n,\delta}$, respectively, as a function of $\delta$, as well as the minimum locations $\delta_{n,E}$ and $\delta_{n,G}$ are determined in closed form.

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