Package cc.mallet.grmm.inference

Interface Summary

AbstractBeliefPropagation.MessageStrategy
Inferencer	Interface implemented by all inferencers, which are algorithms for computing (perhaps approximately) marginal distributions over nodes in the model.
RandomGraphs.FactorGenerator
Sampler	Interface for methods from sampling the distribution given by a graphical model.
TRP.TerminationCondition
TRP.TreeFactory	Interface for tree-generation strategies for TRP.

Class Summary

AbstractBeliefPropagation	Abstract base class for umplementations of belief propagation for general factor graphs.
AbstractBeliefPropagation.AbstractMessageStrategy
AbstractBeliefPropagation.MaxProductMessageStrategy
AbstractBeliefPropagation.SumProductMessageStrategy
AbstractInferencer	Abstract base class for inferencers.
BruteForceInferencer	Computes the joint of a GraphicalModel by brute-force calculation.
ExactSampler	Computes an exact sample from the distribution of a given factor graph by forming a junction tree.
GibbsSampler	Created: Mar 28, 2005
JunctionTree	Datastructure for a junction tree.
JunctionTreeInferencer	Does inference in general graphical models using the Hugin junction tree algorithm.
LoopyBP	The loopy belief propagation algorithm for approximate inference in general graphical models.
MessageArray	Efficiently manages a array of messages in a factor graph from variables to factors and vice versa.
MessageArray.ToMsgsIterator
RandomGraphs	Utility class for generating many useful kinds of random graphical models.
RandomGraphs.UniformFactorGenerator
ResidualBP	A dynamic BP schedule where The loopy belief propagation algorithm for approximate inference in general graphical models.
SamplingInferencer	Approximate inferencer for graphical models using sampling.
TreeBP	Implements the tree-based schedule of belief propagation for exact inference in trees.
TRP	Implementation of Wainwright's TRP schedule for loopy BP in general graphical models.
TRP.ConvergenceTerminator
TRP.DefaultConvergenceTerminator
TRP.IterationTerminator
TRP.TreeListFactory	Generates spanning trees cyclically from a predefined collection.
Utils	A bunch of static utilities useful for dealing with Inferencers.
VariableElimination	The variable elimination algorithm for inference in graphical models.