AbsoluteDeviation Class Reference

#include <LossFunctions.h>

Inheritance diagram for AbsoluteDeviation:

Public Member Functions
	AbsoluteDeviation ()
Double_t	fit (std::vector< emtf::Event * > &v)
int	id ()
std::string	name ()
Double_t	target (emtf::Event *e)
	~AbsoluteDeviation ()
Public Member Functions inherited from L1TLossFunction
virtual	~L1TLossFunction ()=default

Detailed Description

Definition at line 71 of file LossFunctions.h.

Constructor & Destructor Documentation

AbsoluteDeviation::AbsoluteDeviation ( )

inline

Definition at line 74 of file LossFunctions.h.

{}

AbsoluteDeviation::~AbsoluteDeviation ( )

inline

Definition at line 75 of file LossFunctions.h.

{}

Member Function Documentation

Double_t AbsoluteDeviation::fit ( std::vector< emtf::Event * > &  v )

inlinevirtual

Implements L1TLossFunction.

Definition at line 86 of file LossFunctions.h.

References MillePedeFileConverter_cfg::e, mps_fire::i, emtf::Event::predictedValue, and emtf::Event::trueValue.

Referenced by trackingPlots.Iteration::modules().

  {
    // The median of the residuals minimizes absolute deviation.
    if(v.size()==0) return 0;
    std::vector<Double_t> residuals(v.size());
    
    // Load the residuals into a vector. 
    for(unsigned int i=0; i<v.size(); i++)
      {
        emtf::Event* e = v[i];
    residuals[i] = (e->trueValue - e->predictedValue);
      }
    
    // Get the median and return it.
    int median_loc = (residuals.size()-1)/2;
    
    // Odd.
    if(residuals.size()%2 != 0)
      {
    std::nth_element(residuals.begin(), residuals.begin()+median_loc, residuals.end());
    return residuals[median_loc];
      }
    
    // Even.
    else
      {
    std::nth_element(residuals.begin(), residuals.begin()+median_loc, residuals.end());
    Double_t low = residuals[median_loc];
    std::nth_element(residuals.begin()+median_loc+1, residuals.begin()+median_loc+1, residuals.end());
    Double_t high = residuals[median_loc+1];
    return (high + low)/2;
      }
  }

int AbsoluteDeviation::id ( void  )

inlinevirtual

Implements L1TLossFunction.

Definition at line 120 of file LossFunctions.h.

{ return 2; }

std::string AbsoluteDeviation::name ( void  )

inlinevirtual

Implements L1TLossFunction.

Definition at line 119 of file LossFunctions.h.

Referenced by config.CFG::__str__(), validation.Sample::digest(), and VIDSelectorBase.VIDSelectorBase::initialize().

{ return "Absolute_Deviation"; }

Double_t AbsoluteDeviation::target ( emtf::Event *  e )

inlinevirtual

Implements L1TLossFunction.

Definition at line 77 of file LossFunctions.h.

References emtf::Event::predictedValue, and emtf::Event::trueValue.

  {
    // The gradient.
    if ((e->trueValue - e->predictedValue) >= 0)
      return 1;
    else
      return -1;
  }