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In probability and statistics, a probability distribution assigns a probability to each measurable subset of the possible outcomes of a random experiment, survey, or procedure of statistical inference.
17
votes
A remarkable identity involving $\chi^2$ random variables
The proof of
$$
\mathbb E \Big| \sum_{i=1}^{2n} x_i^2 - \sum_{j=1}^{2n} y_j^2 \Big| = 4^{1-n}n \binom{2n}{n}.
$$
Denote $z_i=(x_i-y_i)/\sqrt{2}$, $w_i=(x_i+y_i)/\sqrt{2}$. Then the vectors $z$ and …
5
votes
Accepted
Coupling a binomial - parity conditioning
This is possible for all $n$ and $p$.
I start with a direct construction.
Obviously, if $X$ is even, then we should have $X'=X$. So we should construct the corresponding coupling between $Y$ and $X'$, …
4
votes
Question abouth Prokhorov metric
$\sqrt{\varepsilon}$ works. Assume that for some set $A$ we have $\mu(A)=a$ and $\nu(A^{\sqrt{\varepsilon}})<a-\sqrt{\varepsilon}$. Then with probability more then $\sqrt{\varepsilon}$ we have $X\in A …
4
votes
Concentration Bound of $0/1$ permanent
(Something to start with.)
Denote the permanent by $P$. We have ${\mathbb E}(P)=(1-p)^nn!$. Now look at ${\mathbb E}(P^2)$. This is a sum over all pairs of permutations $\pi,\sigma$ of $(1-p)^{2n-fix …
4
votes
Mass-redistribution generalization of Jensen's inequality
Yes, this is called 'majorization' or 'second order stochastic dominance' of measures (first term is used in analysis, second in probability). The idea is very simple: we partition the measure $\mu$ o …
4
votes
Is this equality between an integral and a series wrong?
We may change the variables as $xa^{1/s}=t$, this proves that $a^{1/s}\cdot \int$ is a function of $ba^{-p/s}$, not of $ba^{1/s}$.
4
votes
Accepted
Does a subset with small cardinality represent the whole set?
The probability that all samples are less than $N^{19/10}$ is $(1-N^{-19/20})^{N}$ that tends to 0. The expected number of samples greater than $N^{1/2}$ is $N^{3/4}$, thus, the probability that we ha …
3
votes
Accepted
Symmetry in the triangular distribution
The distribution function equals
$$
p(x)=\frac{|x-a|}{(a-b)(a-c)}+\frac{|x-b|}{(b-a)(b-c)}+\frac{|x-c|}{(c-b)(c-a)}.
$$
This is pretty symmetric. If you need a $k$-th moment, it equals
$\frac2{(k+1)( …
2
votes
Integrability of Gaussian sums
As Paata suggests, we write
$$
\mathbb{E} e^{tZ^{2}} = 2t \int_{0}^{\infty}\lambda e^{t\lambda^{2}}P(Z>\lambda)d\lambda. \quad\quad\quad (\heartsuit)
$$
Next, for any vector $(\delta_1,\ldots,\delta_n …
2
votes
Accepted
Is this function measurable?
Yes, it is a part of Fubini theorem for the characteristic function of $Y$.
2
votes
Accepted
Proof of the monotonicity of a regularized incomplete beta function
Denote $I_0(n)=\int_0^r x^{nr-1}(1-x)^{1+(1-r)n}dx$, $I_1(n)=\int_r^1 x^{nr-1}(1-x)^{1+(1-r)n}dx$. You want to prove that $I_0/(I_0+I_1)$ decreases, equivalently, $(I_0+I_1)/I_0$ increases, equivalent …
1
vote
Expectation of the exitpoint distance for the symmetric random walk
If we denote the density $d\mu/dx=p(x)$ (considered as a function on the whole line), for the function $f(L)=\hbar_{\nu,L}$ (also considered on the whole line) we get $f(L)=-L$ whenever $L<0$ and $$f …
1
vote
Accepted
Inequality for Gaussian measures
Denote $K_0=[-a,a]\times \mathbb{R}^{k-1}$, $K_{-}=[-\infty,-a]\times \mathbb{R}^{k-1}$, $K_{+}=[a,\infty]\times \mathbb{R}^{k-1}=-K_-$.
We have $$\mu(L)(\mu(K_0)+2\mu(K_+))=\mu(L)=\mu(L\cap K_0)+\mu( …