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11 votes
1 answer
435 views

(almost) statistical independence of nodes degrees in a graph

Wireless networks are typically modeled as random geometric graphs. The number of nodes $N$ in the network is drawn from a Poisson distribution with intensity $\lambda$ $$P(N = n) = \frac{\lambda^n ...
zzzbbx's user avatar
  • 241
5 votes
1 answer
222 views

Switching oriented paths in a graph

Consider an oriented graph (e.g. a finite part of the standard grid with some random orientations). Each minute the following operation takes place: we choose uniformly randomly an ordered pair $(A,B)...
Nikita Kalinin's user avatar
5 votes
0 answers
136 views

What's the variance in the Six Degrees model?

Recall the six degrees of Kevin Bacon game. You can even play the game at The Oracle of Bacon, and their search works via Breadth First Search. I interpret the punchline as saying that if I start ...
David White's user avatar
  • 30.3k
3 votes
0 answers
98 views

Asymptotic results on statistical graph models

This post is partly inspired by this post. Reference request: results on the asymptotic distribution of singular values related to a random orthogonal matrix While it is well-known that two basic ...
Henry.L's user avatar
  • 8,071
2 votes
1 answer
165 views

Is a random $(r+1,r)$-biregular bipartite graph $r$-edge connected w.h.p?

A uniformly random $r$-regular bipartite graph on $n$ vertices is known to be $r$-edge connected. That is, with high probability as $n$ grows large, the minimum size of a cut in a random $r$-regular ...
Karagounis Z's user avatar
2 votes
1 answer
160 views

Do product distributions (or graph products) eventually cluster as more products are taken?

Say we have a joint distribution on a finite alphabet $\mathcal{X}\times \mathcal{Y}$. It could be a communication link where we want to send a random message $X$ over a channel, but it gets garbled ...
Christian Chapman's user avatar
1 vote
0 answers
45 views

What is the number of iterations needed for the message passing algorithm to converge when applied to an acyclic factor graph?

I understand that the message passing algorithm (Belief Propagation algorithm), when applied to a factor graph consists in an exchange in messages between the factor nodes and the variable nodes, ...
e. sfe's user avatar
  • 39
0 votes
1 answer
77 views

Fourth moment of a random-variable with block-tridiagonal structure

Let x be a random variable in $\mathbb{R}^d$, $J$ a block tridiagonal $d\times d$ matrix, and probability of $x$ is defined as follows $$p(x)\propto \exp(-x'Jx)$$ For a fixed $d\times d$ matrix $v$ ...
Yaroslav Bulatov's user avatar