Abstract base class for model selection. Takes a parameter tree which specifies parameters for model selection, and a cross-validation instance and searches for the best combination of parameters in the abstract method select_model(), which has to be implemented in concrete sub-classes.
Definition at line 30 of file ModelSelection.h.
Public Member Functions | |
CModelSelection (CModelSelectionParameters *model_parameters, CCrossValidation *cross_validation) | |
virtual | ~CModelSelection () |
virtual CParameterCombination * | select_model ()=0 |
virtual const char * | get_name () const |
Protected Attributes | |
CModelSelectionParameters * | m_model_parameters |
CCrossValidation * | m_cross_validation |
CModelSelection | ( | CModelSelectionParameters * | model_parameters, | |
CCrossValidation * | cross_validation | |||
) |
constructor
model_parameters | parameter tree with model parameters to optimize | |
cross_validation | cross-validation instance to use for evaluation of a certain combination of parameters |
Definition at line 18 of file ModelSelection.cpp.
~CModelSelection | ( | ) | [virtual] |
destructor
Definition at line 33 of file ModelSelection.cpp.
virtual const char* get_name | ( | void | ) | const [virtual] |
Implements CSGObject.
Reimplemented in CGridSearchModelSelection.
Definition at line 51 of file ModelSelection.h.
virtual CParameterCombination* select_model | ( | ) | [pure virtual] |
abstract method to select model
Implemented in CGridSearchModelSelection.
CCrossValidation* m_cross_validation [protected] |
cross validation
Definition at line 57 of file ModelSelection.h.
CModelSelectionParameters* m_model_parameters [protected] |
model parameters
Definition at line 55 of file ModelSelection.h.