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Theory and applications of probability and stochastic processes: e.g. central limit theorems, large deviations, stochastic differential equations, models from statistical mechanics, queuing theory.
8
votes
Expected supremum of average?
Here is an "arbirarily nice" example with closed form results.
Let $X_1,X_2,\ldots$ be i.i.d. real random variables with partial sums $S_k:=\sum_{i=1}^kX_i$ and let $M_n:=\sup_{k\leq n} \frac{S_k}{k} …
7
votes
Accepted
Birthday problem with unequal probability: expected number of draws before the $m$-th collis...
(1) Simple bounds:
For $m=1$ (see here
(or here and here)) the inequalities
\begin{align*}
\sqrt{\frac{\pi}{2}}{1\over \lVert p\rVert_2}&\leq \mathbb{E}(M_1)\leq \sqrt{\frac{\pi}{2}}{1 \over \lVer …
7
votes
Accepted
A sum of two binomial random variables
Here is a (surprising) proof using Cauchy-Schwarz and "rearrangement".
The following lemma will be the key.
Lemma
: Let $X,Y$ be independent integer-valued rvs, then \begin{align*}
(a)\; &\mbox{ for …
6
votes
$\binom{x}{2}+\binom{x}{4}+\cdots+\binom{x}{2u}$ is a convex function on $[0,+\infty)$?
Here's an alternative proof based on probabilistic arguments (showing different aspects). Let
$$f_n(x):=\sum_{j=0}^n { x \choose j}=[t^n]\,\frac{(1+t)^x}{1-t}\;\;,$$
and let $^\prime$ denote deriv …
6
votes
Expected determinant of random symmetric matrix with different Gaussian distributions of the...
Here is a another approach.
For convenience I write $n$ instead of $N$, and $A_n$ for $A$.
By definition
$$\det(A_n) = \sum_{\pi\in S_n} \operatorname{sign}(\pi) \prod_{i=1}^n a_{i,\pi(i)}$$
By …
6
votes
Probability of getting exactly one head and $k$-wise independence
Here is a solution for even $k\leq d$.
I. A lower bound for even $k$.
Simple lower bound (for $k$ even) follows from standard combinatorics of events
and Bonferroni's inequalities. We need the followi …
5
votes
Average distance of the mean of $n$ random complex numbers in a unit disc
Here is another method.
Since the uniform distribution on the unit disk is rotationally symmetric (invariant under orthogonal transformations), the problem can be reduced to a random walk problem in $ …
5
votes
Accepted
Expected number of compositions needed to get constant function
This question was completely settled by J.A. Fill here:
https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.8.641
4
votes
Accepted
The probability density function of the number of coins to first fill one box of $N$
(I change notation from $N,C$ to $n,c$ since I use capitals throughout to denote rvs).
Let $X_i$ be the random variable "number of the box the $i$-th coin", then $X_1,X_2,\ldots$ is an i.i.d. sequenc …
4
votes
Accepted
Moments of a combinatorial ensemble of random variables
(You are considering the uniform distribution on a discrete simplex. I'm not aware of specific results in the literature,
and a brief internet search didn't reveal anything.)
A simple way is to use …
4
votes
Quantifying the noninvertibility of a function
$\lambda(f):=\kappa_f-1$ is called "the coefficient of coalescence of $f$" here:
https://msp.org/pjm/1982/103-2/pjm-v103-n2-p03-p.pdf
(note the typo on p.269, the correct definition appears on p.27 …
3
votes
A balls and urns model for a hashing problem
General solution:
assume there are $n$ passwords, $k$ hashes and $x_i$ passwords hashing to $i$. The expected time (drawing without replacement) for the drawing of the first password
with hash $i$ is …
3
votes
Accepted
Birthday inequality for non-uniform distributions for fixed collision probability (random al...
I reformulate slightly, please check.
You are considering a sequence $X_1,X_2,\ldots$ of (discrete) i.i.d
random variables
and want an upper bound for the probability $\mathbb{P}(R>n)$
in terms of $ …
3
votes
Accepted
Birthday problem extension to unequal probabilities and multiple collisions
Here is a proof using generating functions. Let $c\geq 2$ and $k\geq 2$ be fixed.
Let $X=(X_1(n),\ldots,X_k(n))$ be the $k$-tuple of occupancy numbers at time $n$, i.e. $X_i(n)$ = number of bins of ty …
3
votes
Accepted
Bounding the max-loaded bin using${m \choose k} \|A\|_k^k$
The following inequality holds:
$$\mathbb{P}(C_k(m)\geq 1)\geq \mathbb{P}(\mathrm{Bin}(m, \lVert A\rVert_k)\geq k)$$
where here and in the sequel $\mathrm{Bin}(n,p)$ denotes a binomially distributed r …