Module es.upm.fi.cig.multictbnc

Package es.upm.fi.cig.multictbnc.models.submodels

Class MultiCTNBC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>

java.lang.Object

es.upm.fi.cig.multictbnc.models.AbstractPGM<Node>

es.upm.fi.cig.multictbnc.models.MultiCTBNC<NodeTypeBN,NodeTypeCTBN>

es.upm.fi.cig.multictbnc.models.submodels.MultiCTNBC<NodeTypeBN,NodeTypeCTBN>

Type Parameters:

NodeTypeBN - type of the nodes of the BN (class subgraph)

NodeTypeCTBN - type of the nodes of the CTBN (feature subgraph)

All Implemented Interfaces:

Classifier, PGM<Node>

public class MultiCTNBC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>
extends MultiCTBNC<NodeTypeBN,NodeTypeCTBN>

Specifies the structure constraints of a multidimensional continuous-time naive Bayes classifier (Multi-CTBNC) where any subgraph has arcs except the bridge subgraph (fully naive multi-dimensional classifier).

Constructor Summary

Constructors

Constructor	Description
MultiCTNBC(BNLearningAlgorithms bnLearningAlgs, CTBNLearningAlgorithms ctbnLearningAlgs, Class<NodeTypeBN> bnNodeClass, Class<NodeTypeCTBN> ctbnNodeClass)	Constructs a multidimensional continuous-time naive Bayes classifier given the learning algorithms for BNs and CTBNs.

Method Summary

Modifier and Type	Method	Description
String	getModelIdentifier()	Returns a String that identifies the model.
StructureConstraints	getStructureConstraintsBN()	Returns the structure constraints for the BN.
StructureConstraints	getStructureConstraintsCTBN()	Returns the structure constraints for the CTBN.
String	getType()	Provides the type of PGM.

Methods inherited from class es.upm.fi.cig.multictbnc.models.MultiCTBNC

areParametersEstimated, getBN, getCTBN, getInitialStructure, getLearningAlgsBN, getLearningAlgsCTBN, getNameFeatureVariables, getNodes, getNodesClassVariables, getNodesCTBN, getNodesCTBNInMarkovBlanketClassVariables, getNodesFeatureVariables, getNumClassVariables, getNumFeatureVariables, getTypeNodeClassVariable, getTypeNodeFeature, learn, learnParameters, learnParameters, predict, sample, sample, setBnLearningAlgs, setCtbnLearningAlgs, setInitialStructure, toString, update, updateBridgeAndFeatureSubgraph

Methods inherited from class es.upm.fi.cig.multictbnc.models.AbstractPGM

addNodes, computeSufficientStatistics, display, display, display, getAdjacencyMatrix, getDataset, getHyperparameters, getIndexNodes, getIndexOfNode, getNamesNodesByIndex, getNameVariables, getNodeByIndex, getNodeByName, getNodeClass, getNodeFactory, getNodeIndexer, getNumNodes, getParameterLearningAlg, getStructureConstraints, getStructureLearningAlg, initialiseModel, isStructureLegal, learn, learn, learn, learnParameters, learnParameters, learnParameters, learnParameters, removeAllEdges, removeAllNodes, saveGraph, setDataset, setNameVariables, setParameterLearningAlgorithm, setStructure, setStructure, setStructure, setStructureConstraints, setStructureLearningAlgorithm, setStructureModifiedNodes

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Details

MultiCTNBC

public MultiCTNBC(BNLearningAlgorithms bnLearningAlgs,
 CTBNLearningAlgorithms ctbnLearningAlgs,
 Class<NodeTypeBN> bnNodeClass,
 Class<NodeTypeCTBN> ctbnNodeClass)

Constructs a multidimensional continuous-time naive Bayes classifier given the learning algorithms for BNs and CTBNs.

Parameters:

bnLearningAlgs - parameter and structure learning algorithms for a Bayesian network

ctbnLearningAlgs - parameter and structure learning algorithms for a continuous-time Bayesian network

bnNodeClass - Bayesian network node type

ctbnNodeClass - continuous-time Bayesian network node type

Method Details

getStructureConstraintsBN

public StructureConstraints getStructureConstraintsBN()

Description copied from class: MultiCTBNC

Returns the structure constraints for the BN.

Overrides:

getStructureConstraintsBN in class MultiCTBNC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>

Returns:

a StructureConstraint

getStructureConstraintsCTBN

public StructureConstraints getStructureConstraintsCTBN()

Description copied from class: MultiCTBNC

Returns the structure constraints for the CTBN.

Overrides:

getStructureConstraintsCTBN in class MultiCTBNC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>

Returns:

a StructureConstraint

getModelIdentifier

public String getModelIdentifier()

Description copied from interface: PGM

Returns a String that identifies the model.

Specified by:

getModelIdentifier in interface PGM<NodeTypeBN extends Node>

Overrides:

getModelIdentifier in class MultiCTBNC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>

Returns:

String that identifies the model

getType

public String getType()

Description copied from interface: PGM

Provides the type of PGM.

Specified by:

getType in interface PGM<NodeTypeBN extends Node>

Overrides:

getType in class MultiCTBNC<NodeTypeBN extends Node,NodeTypeCTBN extends Node>

Returns:

string describing the type of PGM