imddi.h

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 *       - Pierre-Henri WUILLEMIN(_at_LIP6)                                 *
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// =========================================================================
#ifndef GUM_IMDDI_H
#define GUM_IMDDI_H
// =========================================================================
// =========================================================================
#include <agrum/FMDP/learning/datastructure/incrementalGraphLearner.h>
#include <agrum/FMDP/learning/datastructure/leaves/leafAggregator.h>
#include <agrum/FMDP/learning/datastructure/variableselector.h>
 
// =========================================================================
// =========================================================================
 
namespace gum {

 
  template < TESTNAME AttributeSelection, bool isScalar = false >
  class IMDDI final: public IncrementalGraphLearner< AttributeSelection, isScalar > {
    public:
    // ###################################################################
    // ###################################################################
 
    // ==========================================================================
    // ==========================================================================
    IMDDI(MultiDimFunctionGraph< double >* target,
          double                           attributeSelectionThreshold,
          double                           pairSelectionThreshold,
          gum::VariableSet                 attributeListe,
          const DiscreteVariable*          learnedValue);
 
    // ==========================================================================
    // ==========================================================================
    IMDDI(MultiDimFunctionGraph< double >* target,
          double                           attributeSelectionThreshold,
          double                           pairSelectionThreshold,
          gum::VariableSet                 attributeListe);
 
    // ==========================================================================
    // ==========================================================================
    ~IMDDI() override;

 
    // ###################################################################
    // ###################################################################
 
    // ==========================================================================
    // ==========================================================================
    void addObservation(const Observation*) override;
 
    protected:
    void updateNodeWithObservation_(const Observation* newObs, NodeId currentNodeId) override;
 
    public:
    // ==========================================================================
    // ==========================================================================
    void updateGraph() override;
 
    protected:
    NodeId insertLeafNode_(NodeDatabase< AttributeSelection, isScalar >* nDB,
                           const DiscreteVariable*                       boundVar,
                           Set< const Observation* >*                    sonsMap) override;
 
    void chgNodeBoundVar_(NodeId chgedNodeId, const DiscreteVariable* desiredVar) override;
 
    void removeNode_(NodeId removedNodeId) override;
 
    private:
    void _addLeaf_(NodeId);
    void _removeLeaf_(NodeId);

 
    private:
    // ###################################################################
    // ###################################################################
 
    // ==========================================================================
    // ==========================================================================
    void _updateScore_(const DiscreteVariable*, NodeId, VariableSelector& vs);
    void _downdateScore_(const DiscreteVariable*, NodeId, VariableSelector& vs);
 
    // ==========================================================================
    // ==========================================================================
    void _updateNodeSet_(Set< NodeId >&, const DiscreteVariable*, VariableSelector&);
 
 
    public:
    // ==========================================================================
    // ==========================================================================
    void updateFunctionGraph() override;
 
    private:
    void   _rebuildFunctionGraph_();
    NodeId _insertLeafInFunctionGraph_(AbstractLeaf*, Int2Type< true >);
    NodeId _insertLeafInFunctionGraph_(AbstractLeaf*, Int2Type< false >);

 
    public:
    void insertSetOfVars(MultiDimFunctionGraph< double >* ret) const override;
 
    private:
    Sequence< const DiscreteVariable* > _varOrder_;
 
    LeafAggregator _lg_;
 
    HashTable< NodeId, AbstractLeaf* > _leafMap_;

    Idx _nbTotalObservation_;

    double _attributeSelectionThreshold_;

    // double  _pairSelectionThreshold_;
  };
 
 
} /* namespace gum */
 
#include <agrum/FMDP/learning/datastructure/imddi_tpl.h>
 
#endif   // GUM_IMDDI_H