0
$\begingroup$

Let $𝑋_1,𝑋_2, … , 𝑋_𝑛$ be a sequence of independent random variables with $𝑃(𝑋_𝑛 = 4^𝑛) = 𝑃(𝑋_𝑛 = βˆ’4^𝑛) = \frac12$. Let $𝑆_𝑛 = 𝑋_1 + 𝑋_2 + β‹― + 𝑋_𝑛$. If $A_n=\sup\, \{π‘Ÿ ∈ \Bbb R: 𝑃(|𝑆_𝑛| β‰₯ π‘Ÿ) = 1 \}$ for $𝑛 ∈ \Bbb N$, show that $A_𝑛 = \dfrac23(4^𝑛 + 2)$?

for both extreme cases,

$S_𝑛=(4/3)(4^𝑛-1)$ and $S_𝑛=(-4/3)(4^𝑛-1)$

How to proceed with the proof after this?

$\endgroup$
4
  • $\begingroup$ This has nothing to do with probability since every arrangement has positive probability, so you are really asking: What is the smallest possible value (in absolute value) of $\sum \pm 4^n$ ? $\endgroup$ Commented Dec 27, 2023 at 18:19
  • $\begingroup$ Yes, do you have any idea on how to get An? $\endgroup$
    – john22445
    Commented Dec 27, 2023 at 18:44
  • 2
    $\begingroup$ As in Iosif's answer below, the optimal arrangement is to take the final sign as $+$ and all the others as $-$. By the way, your question would have been much better suited (and likely better received at) math.stackexchange.com . $\endgroup$ Commented Dec 27, 2023 at 18:47
  • $\begingroup$ But how to interpret sup{r∈R:P(|Sn|β‰₯r)=1} for n∈N? it is because from my understanding, this means the least upper bound which is actually infinity? $\endgroup$
    – john22445
    Commented Dec 28, 2023 at 2:53

1 Answer 1

1
$\begingroup$

Let $$a_n:=\dfrac23(4^n + 2).$$ By the triangle inequality, with probability $1$ we have $|S_{n-1}|\le\sum_{k=1}^{n-1}|X_k|=\sum_{k=1}^{n-1}4^k=4^n-a_n$; that is, $P(|S_{n-1}|\le4^n-a_n)=1$. The equality $X_n=S_n-S_{n-1}$ and the triangle inequality imply that on the event $\{|S_n|<a_n,|S_{n-1}|\le4^n-a_n\}$ we have $$|X_n|\le|S_n|+|S_{n-1}|<a_n+(4^n-a_n)=4^n$$ and hence $|X_n|<4^n$. So, on the event $\{|X_n|=4^n,|S_{n-1}|\le4^n-a_n\}$ we have $|S_n|\ge a_n$. So, $$P(|S_n|\ge a_n)\ge P(|X_n|=4^n,|S_{n-1}|\le4^n-a_n)=1,$$ because $P(|X_n|=4^n)=1$ and $P(|S_{n-1}|\le4^n-a_n)=1$. Hence, $$P(|S_n|\ge a_n)=1. \tag{1}\label{1}$$ On the other hand, $$P(|S_n|=a_n)\ge P(X_n=4^n,S_{n-1}=-(4^n-a_n)) \\ =P(X_n=4^n,X_{n-1}=-4^{n-1},\dots,X_1=-4^1)=2^{-n}>0$$ and hence for all $r>a_n$ we have $$P(|S_n|\ge r)\le P(|S_n|>a_n)\le1-2^{-n}<1. \tag{2}\label{2}$$ So, $$A_n=a_n.\quad\Box$$


Details on the conclusion $A_n=a_n$, in response to a comment by the OP: We have $$A_n=\sup E,\quad\text{where}\quad E:=\{r\in\Bbb R\colon P(|S_n|\ge r)=1\}. $$ By \eqref{2}, for any $r>a_n$ we have $r\notin E$; that is, $E\subseteq(-\infty,a_n]$. Also, by \eqref{1}, $a_n\in E$. We conclude that $\sup E=\max E=a_n$; that is, $A_n=a_n$.

$\endgroup$
8
  • $\begingroup$ thanks for the answer. For P(|Snβˆ’1|≀4nβˆ’an)=1, I know that it is because of P(|Sn|β‰₯an), the problem is how to get P(|Sn|β‰₯an)? Is it by our assumption that r>an? $\endgroup$
    – john22445
    Commented Dec 27, 2023 at 19:27
  • $\begingroup$ For triangle inequality, if Sn - Sn-1 = Xn, then |P(Sn) - P(Sn-1)| <= |P(C)|, how do I get your inequality? it seems like you are using P(Xn intersect Sn-1) $\endgroup$
    – john22445
    Commented Dec 27, 2023 at 19:43
  • $\begingroup$ Then, why do you want to pick negative for Sn-1? $\endgroup$
    – john22445
    Commented Dec 27, 2023 at 19:44
  • $\begingroup$ can you answer it here? Thanks in advance john22445 (math.stackexchange.com/users/1272887/john22445), Application on Lindeberg's condition, URL (version: 2023-12-27): math.stackexchange.com/q/4834304 $\endgroup$
    – john22445
    Commented Dec 27, 2023 at 19:47
  • $\begingroup$ (i) I have added details on your first two comments. (ii) Why "pick negative for Sn-1?" -- Because it works. (iii) I am not really active on math.stackexchange. Most of my contributions there are spillovers from MathOverflow. $\endgroup$ Commented Dec 27, 2023 at 20:35

Not the answer you're looking for? Browse other questions tagged .