aGrUM  0.14.1
Tools for learning
+ Collaboration diagram for Tools for learning:

Detailed Description

Modules

 Database Manipulations
 
 Scores and Independence Tests
 
 Scores A Priori
 
 Structural Constraints
 
 Parameters utilities
 

Classes

class  gum::learning::BNLearner< GUM_SCALAR >
 A pack of learning algorithms that can easily be used. More...
 
class  gum::learning::BNLearnerListener
 A class that redirects gum_signal from algorithms to the listeners of BNLearn. More...
 
class  gum::learning::genericBNLearner
 A pack of learning algorithms that can easily be used. More...
 
class  gum::learning::StructuralConstraintEmpty
 the base class for all structural constraints More...
 
class  gum::learning::StructuralConstraintDAG
 The base class for structural constraints imposed by DAGs. More...
 
class  gum::learning::StructuralConstraintDiGraph
 The base class for structural constraints used by learning algorithms that learn a directed graph structure. More...
 
class  gum::learning::StructuralConstraintForbiddenArcs
 the structural constraint for forbidding the creation of some arcs during structure learning More...
 
class  gum::learning::StructuralConstraintIndegree
 the class for structural constraints limiting the number of parents of nodes in a directed graph More...
 
class  gum::learning::StructuralConstraintMandatoryArcs
 the structural constraint indicating that some arcs shall never be removed or reversed More...
 
class  gum::learning::StructuralConstraintSetStatic< CONSTRAINT1, OTHER_CONSTRAINTS >
 the "meta-programming" class for storing structural constraintsIn aGrUM, there are two ways to store sets of structural constraints: the first one is to put them into a StructuralConstraintSetDynamic. More...
 
class  gum::learning::StructuralConstraintSliceOrder
 the structural constraint imposing a partial order over nodes More...
 
class  gum::learning::StructuralConstraintTabuList
 The class imposing a N-sized tabu list as a structural constraints for learning algorithms. More...
 
class  gum::learning::StructuralConstraintUndiGraph
 The base class for structural constraints used by learning algorithms that learn an undirected graph structure. More...
 
class  gum::learning::GreedyHillClimbing
 The greedy hill climbing learning algorithm (for directed graphs) More...
 
class  gum::learning::K2
 The K2 algorithm. More...
 
class  gum::learning::LocalSearchWithTabuList
 The local search with tabu list learning algorithm (for directed graphs) More...
 
class  gum::learning::Miic
 The miic learning algorithm. More...
 
class  gum::learning::GraphChange
 
class  gum::learning::ArcAddition
 The class for notifying learning algorithms of new arc additionsThis class is convenient to know at compile time which graph change we are dealing with. More...
 
class  gum::learning::ArcDeletion
 The class for notifying learning algorithms of arc removalsThis class is convenient to know at compile time which graph change we are dealing with. More...
 
class  gum::learning::ArcReversal
 The class for notifying learning algorithms of arc reversalsThis class is convenient to know at compile time which graph change we are dealing with. More...
 
class  gum::learning::EdgeAddition
 The class for notifying learning algorithms of new edge additionsThis class is convenient to know at compile time which graph change we are dealing with. More...
 
class  gum::learning::EdgeDeletion
 The class for notifying learning algorithms of edge removalsThis class is convenient to know at compile time which graph change we are dealing with. More...
 
class  gum::learning::GraphChangesGenerator4DiGraph< STRUCT_CONSTRAINT >
 The basic class for computing the next graph changes possible in a structure learning algorithm. More...
 
class  gum::learning::GraphChangesGenerator4K2< STRUCT_CONSTRAINT >
 The basic class for computing the next graph changes possible in a structure learning algorithm. More...
 
class  gum::learning::GraphChangesGenerator4UndiGraph< STRUCT_CONSTRAINT >
 The basic class for computing the next graph changes possible in an undirected structure learning algorithm. More...
 
class  gum::learning::GraphChangesGeneratorOnSubDiGraph< STRUCT_CONSTRAINT >
 The basic class for computing the next graph changes possible in a structure learning algorithm. More...
 
class  gum::learning::GraphChangesSelector4DiGraph< STRUCTURAL_CONSTRAINT, GRAPH_CHANGES_GENERATOR, ALLOC >
 The mecanism to compute the next available graph changes for directed structure learning search algorithms. More...