Module mrf 

General Markov Random Fields (graph + Ising), Gibbs sampler, loopy belief propagation.

Re-exports

pub use belief_prop::BpConfig;

pub use belief_prop::BpResult;

pub use belief_prop::loopy_bp_map;

pub use belief_prop::loopy_bp_marginals;

pub use gibbs::GibbsConfig;

pub use gibbs::ising_gibbs;

pub use junction_tree::Clique;

pub use junction_tree::JunctionTree;

pub use junction_tree::JunctionTreeConfig;

pub use mrf::IsingModel;

pub use mrf::Mrf;

pub use swendsen_wang::SwendsenWang;

pub use swendsen_wang::SwendsenWangConfig;

pub use wolff::Wolff;

pub use wolff::WolffConfig;

Modules

belief_prop

Loopy belief propagation on a pairwise MRF (sum-product + max-product).

gibbs

Gibbs sampling on the Ising MRF with optional simulated annealing.

junction_tree

Junction-tree (clique-tree) exact inference for discrete pairwise/higher-order Markov Random Fields.

mrf

Pairwise MRF on a generic graph plus an Ising-model specialisation.

swendsen_wang

Swendsen-Wang (1987) full-lattice cluster Monte-Carlo update for the Ising model.

wolff

Wolff (1989) single-cluster Monte-Carlo update for the ferromagnetic Ising model.