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BALL::QSAR::RRModel Class Reference

#include <BALL/QSAR/rrModel.h>

Inheritance diagram for BALL::QSAR::RRModel:
BALL::QSAR::MLRModel BALL::QSAR::LinearModel BALL::QSAR::RegressionModel BALL::QSAR::Model

Public Member Functions

Constructors and Destructors
 RRModel (const QSARData &q, double lambda=0.003)
 
 ~RRModel ()
 
Accessors
void train ()
 
void setParameters (vector< double > &v)
 
vector< doublegetParameters () const
 
- Public Member Functions inherited from BALL::QSAR::MLRModel
 MLRModel (const QSARData &q)
 
 ~MLRModel ()
 
- Public Member Functions inherited from BALL::QSAR::LinearModel
 LinearModel (const QSARData &q)
 
 ~LinearModel ()
 
virtual void operator= (const LinearModel &m)
 
virtual Vector< doublepredict (const vector< double > &substance, bool transform=1)
 
- Public Member Functions inherited from BALL::QSAR::RegressionModel
 RegressionModel (const QSARData &q)
 
 ~RegressionModel ()
 
virtual void operator= (const RegressionModel &m)
 
const BALL::Matrix< double > * getTrainingResult () const
 
virtual void saveToFile (string filename)
 
virtual void readFromFile (string filename)
 
void show ()
 
- Public Member Functions inherited from BALL::QSAR::Model
 Model (const QSARData &q)
 
virtual ~Model ()
 
virtual void operator= (const Model &m)
 
void copyData (const Model &m)
 
void copyDescriptorIDs (const Model &m)
 
void readTrainingData ()
 
void deleteDescriptorIDs ()
 
virtual bool optimizeParameters (int, int)
 
bool optimizeParameters (int k)
 
virtual double calculateStdErr ()
 
std::multiset< unsigned int > * getDescriptorIDs ()
 
void setDataSource (const QSARData *q)
 
const Matrix< double > * getDescriptorMatrix ()
 
const vector< string > * getSubstanceNames ()
 
const vector< string > * getDescriptorNames ()
 
const Matrix< double > * getY ()
 
void setDescriptorIDs (const std::multiset< unsigned int > &sl)
 
const string * getType ()
 
void getUnnormalizedFeatureValue (int compound, int feature, double &return_value)
 
void getUnnormalizedResponseValue (int compound, int response, double &return_value)
 

Private Attributes

Attributes
double lambda_
 

Additional Inherited Members

- Public Attributes inherited from BALL::QSAR::RegressionModel
RegressionValidationvalidation
 
- Public Attributes inherited from BALL::QSAR::Model
const QSARDatadata
 
Validationmodel_val
 
- Protected Member Functions inherited from BALL::QSAR::LinearModel
void calculateOffsets ()
 
- Protected Member Functions inherited from BALL::QSAR::RegressionModel
void readDescriptorInformationFromFile (std::ifstream &in, int no_descriptors, bool transformation, int no_coefficients)
 
void saveDescriptorInformationToFile (std::ofstream &out)
 
- Protected Attributes inherited from BALL::QSAR::RegressionModel
BALL::Matrix< doubletraining_result_
 
Vector< doubleoffsets_
 

Detailed Description

Definition at line 43 of file rrModel.h.

Constructor & Destructor Documentation

BALL::QSAR::RRModel::RRModel ( const QSARData q,
double  lambda = 0.003 
)
constructur
Parameters
qQSARData object, from which the data for this model should be taken
BALL::QSAR::RRModel::~RRModel ( )

Member Function Documentation

vector<double> BALL::QSAR::RRModel::getParameters ( ) const
virtual

Reimplemented from BALL::QSAR::Model.

void BALL::QSAR::RRModel::setParameters ( vector< double > &  )
virtual

sets the model parameters according to the given values.

Reimplemented from BALL::QSAR::Model.

void BALL::QSAR::RRModel::train ( )
virtual

Starts multiple linear regression with the current data and saves the resulting linear combination of descriptors to training_result.

Reimplemented from BALL::QSAR::MLRModel.

Member Data Documentation

double BALL::QSAR::RRModel::lambda_
private

Definition at line 71 of file rrModel.h.