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## 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.

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