gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy > Class Template Reference

Class used to perform Decision Tree Regression in the FMDP Framework. More...

#include <agrum/tools/multidim/patterns/treeRegress.h>

Collaboration diagram for gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >:

Public Member Functions
Constructors / Destructors
	TreeRegress (const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > *qAction, const Bijection< const DiscreteVariable *, const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > * > pxi)
	Default constructor. More...
	~TreeRegress ()
	Default destructor. More...
Main Method
MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > *	compute ()
	Computes and builds the Function Graph that is the result of the operation. More...

Detailed Description

template<typename GUM_SCALAR, template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy = ExactTerminalNodePolicy>
class gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >

Class used to perform Decision Tree Regression in the FMDP Framework.

Definition at line 55 of file treeRegress.h.

Constructor & Destructor Documentation

TreeRegress()

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy>

gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::TreeRegress	(	const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > *	qAction,
		const Bijection< const DiscreteVariable *, const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > * >	pxi
	)

Default constructor.

Definition at line 48 of file treeRegress_tpl.h.

                                                                                 :
      vFunc__(qAction),
      pxi__(pxi) {
    GUM_CONSTRUCTOR(TreeRegress);
  }

~TreeRegress()

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy>

gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::~TreeRegress

(

)

Default destructor.

Definition at line 66 of file treeRegress_tpl.h.

References gum::Set< Key, Alloc >::emplace().

                    {
    GUM_DESTRUCTOR(TreeRegress);
  }

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Member Function Documentation

compute()

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy>

MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > * gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::compute

(

)

Computes and builds the Function Graph that is the result of the operation.

Definition at line 83 of file treeRegress_tpl.h.

References gum::Set< Key, Alloc >::emplace().

                                                {
    MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* ret;
    if (vFunc__->isTerminalNode(vFunc__->root())) {
      ret = MultiDimFunctionGraph< GUM_SCALAR,
                                   TerminalNodePolicy >::getTreeInstance();
      ret->copy(*vFunc__);
    } else
      ret = xPloreVFunc__(vFunc__->root());
    return ret;
  }

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xPloreVFunc__()

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy>

MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy > * gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::xPloreVFunc__ ( NodeId  currentNodeId )

private

The whatever 1.

Definition at line 106 of file treeRegress_tpl.h.

References gum::Set< Key, Alloc >::emplace().

                                                                          {
    const InternalNode* currentNode = vFunc__->node(currentNodeId);

    std::vector< MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* >
       varbucket;

    for (Idx moda = 0; moda < currentNode->nodeVar()->domainSize(); ++moda) {
      MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* vpxi = nullptr;
      context__.insert(currentNode->nodeVar(), moda);
      if (vFunc__->isTerminalNode(currentNode->son(moda))) {
        GUM_SCALAR value = vFunc__->nodeValue(currentNode->son(moda));
        if (value) {
          vpxi = MultiDimFunctionGraph< GUM_SCALAR,
                                        TerminalNodePolicy >::getTreeInstance();
          vpxi->manager()->setRootNode(vpxi->manager()->addTerminalNode(value));
        }
      } else {
        vpxi = xPloreVFunc__(currentNode->son(moda));
      }

      if (vpxi != nullptr) {
        TreeOperator< GUM_SCALAR, COMBINEOPERATOR > combinope(
           vpxi,
           pxi__.second(currentNode->nodeVar()),
           context__);
        varbucket.push_back(combinope.compute());
      }
      delete vpxi;
      context__.erase(currentNode->nodeVar());
    }

    if (varbucket.empty()) return nullptr;

    MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* vp = varbucket.back();
    varbucket.pop_back();
    while (!varbucket.empty()) {
      MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* temp = vp;
      TreeOperator< GUM_SCALAR, PROJECTOPERATOR > projope(vp, varbucket.back());
      vp = projope.compute();
      delete temp;
      temp = varbucket.back();
      varbucket.pop_back();
      delete temp;
    }

    return vp;
  }

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Member Data Documentation

context__

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy = ExactTerminalNodePolicy>

HashTable< const DiscreteVariable*, Idx > gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::context__

private

Definition at line 95 of file treeRegress.h.

pxi__

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy = ExactTerminalNodePolicy>

const Bijection< const DiscreteVariable*, const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* > gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::pxi__

private

Definition at line 94 of file treeRegress.h.

vFunc__

template<typename GUM_SCALAR , template< typename > class COMBINEOPERATOR, template< typename > class PROJECTOPERATOR, template< typename > class TerminalNodePolicy = ExactTerminalNodePolicy>

const MultiDimFunctionGraph< GUM_SCALAR, TerminalNodePolicy >* gum::TreeRegress< GUM_SCALAR, COMBINEOPERATOR, PROJECTOPERATOR, TerminalNodePolicy >::vFunc__

private

The function graphs used for the operation.

Definition at line 90 of file treeRegress.h.

---

The documentation for this class was generated from the following files:

• agrum/tools/multidim/utils/FunctionGraphUtilities/operators/treeRegress.h
• agrum/tools/multidim/utils/FunctionGraphUtilities/operators/treeRegress_tpl.h