Graphical models, exponential families, and variational inference

MJ Wainwright, MI Jordan - Foundations and Trends® in …, 2008 - nowpublishers.com
The formalism of probabilistic graphical models provides a unifying framework for capturing
complex dependencies among random variables, and building large-scale multivariate …

Ising models on locally tree-like graphs

A Dembo, A Montanari - 2010 - projecteuclid.org
We consider ferromagnetic Ising models on graphs that converge locally to trees. Examples
include random regular graphs with bounded degree and uniformly random graphs with …

Approximating the volume of unions and intersections of high-dimensional geometric objects

K Bringmann, T Friedrich - Computational Geometry, 2010 - Elsevier
We consider the computation of the volume of the union of high-dimensional geometric
objects. While showing that this problem is# P-hard already for very simple bodies, we give …

Reconstruction on trees and spin glass transition

M Mézard, A Montanari - Journal of statistical physics, 2006 - Springer
Consider an information source generating a symbol at the root of a tree network whose
links correspond to noisy communication channels, and broadcasting it through the network …

Simple deterministic approximation algorithms for counting matchings

M Bayati, D Gamarnik, D Katz, C Nair… - Proceedings of the thirty …, 2007 - dl.acm.org
We construct a deterministic fully polynomial time approximationscheme (FPTAS) for
computing the total number of matchings in abounded degree graph. Additionally, for an …

Factor models on locally tree-like graphs

A Dembo, A Montanari, N Sun - 2013 - projecteuclid.org
We consider homogeneous factor models on uniformly sparse graph sequences converging
locally to a (unimodular) random tree T, and study the existence of the free energy density ϕ …

Majority dynamics on trees and the dynamic cavity method

Y Kanoria, A Montanari - 2011 - projecteuclid.org
A voter sits on each vertex of an infinite tree of degree k, and has to decide between two
alternative opinions. At each time step, each voter switches to the opinion of the majority of …

Statistical physics of hard optimization problems

L Zdeborová - arXiv preprint arXiv:0806.4112, 2008 - arxiv.org
Optimization is fundamental in many areas of science, from computer science and
information theory to engineering and statistical physics, as well as to biology or social …

Exponential segregation in a two-dimensional schelling model with tolerant individuals

N Immorlica, R Kleinbergt, B Lucier… - Proceedings of the twenty …, 2017 - SIAM
We prove that the two-dimensional Schelling segregation model yields monochromatic
regions of size exponential in the area of individuals' neighborhoods, provided that the …

Fully polynomial time approximation schemes for stochastic dynamic programs

N Halman, D Klabjan, CL Li, J Orlin… - SIAM Journal on Discrete …, 2014 - SIAM
We present a framework for obtaining fully polynomial time approximation schemes
(FPTASs) for stochastic univariate dynamic programs with either convex or monotone single …