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Reference Guide
rf111_derivatives.C File Reference

Detailed Description

View in nbviewer Open in SWAN Basic functionality: numerical 1st,2nd and 3rd order derivatives w.r.t.

observables and parameters

pdf = gauss(x,m,s)
RooFit v3.60 -- Developed by Wouter Verkerke and David Kirkby
Copyright (C) 2000-2013 NIKHEF, University of California & Stanford University
All rights reserved, please read http://roofit.sourceforge.net/license.txt
[#1] INFO:NumericIntegration -- RooRealIntegral::init(gauss_Int[sigma]) using numeric integrator RooIntegrator1D to calculate Int(sigma)
#include "RooRealVar.h"
#include "RooDataSet.h"
#include "RooGaussian.h"
#include "TCanvas.h"
#include "TAxis.h"
#include "RooPlot.h"
using namespace RooFit;
{
// S e t u p m o d e l
// ---------------------
// Declare variables x,mean,sigma with associated name, title, initial value and allowed range
RooRealVar x("x", "x", -10, 10);
RooRealVar mean("mean", "mean of gaussian", 1, -10, 10);
RooRealVar sigma("sigma", "width of gaussian", 1, 0.1, 10);
// Build gaussian pdf in terms of x,mean and sigma
RooGaussian gauss("gauss", "gaussian PDF", x, mean, sigma);
// C r e a t e a n d p l o t d e r i v a t i v e s w . r . t . x
// ----------------------------------------------------------------------
// Derivative of normalized gauss(x) w.r.t. observable x
RooAbsReal *dgdx = gauss.derivative(x, 1);
// Second and third derivative of normalized gauss(x) w.r.t. observable x
RooAbsReal *d2gdx2 = gauss.derivative(x, 2);
RooAbsReal *d3gdx3 = gauss.derivative(x, 3);
// Construct plot frame in 'x'
RooPlot *xframe = x.frame(Title("d(Gauss)/dx"));
// Plot gauss in frame (i.e. in x)
gauss.plotOn(xframe);
// Plot derivatives in same frame
dgdx->plotOn(xframe, LineColor(kMagenta));
d2gdx2->plotOn(xframe, LineColor(kRed));
d3gdx3->plotOn(xframe, LineColor(kOrange));
// C r e a t e a n d p l o t d e r i v a t i v e s w . r . t . s i g m a
// ------------------------------------------------------------------------------
// Derivative of normalized gauss(x) w.r.t. parameter sigma
RooAbsReal *dgds = gauss.derivative(sigma, 1);
// Second and third derivative of normalized gauss(x) w.r.t. parameter sigma
RooAbsReal *d2gds2 = gauss.derivative(sigma, 2);
RooAbsReal *d3gds3 = gauss.derivative(sigma, 3);
// Construct plot frame in 'sigma'
RooPlot *sframe = sigma.frame(Title("d(Gauss)/d(sigma)"), Range(0., 2.));
// Plot gauss in frame (i.e. in x)
gauss.plotOn(sframe);
// Plot derivatives in same frame
dgds->plotOn(sframe, LineColor(kMagenta));
d2gds2->plotOn(sframe, LineColor(kRed));
d3gds3->plotOn(sframe, LineColor(kOrange));
// Draw all frames on a canvas
TCanvas *c = new TCanvas("rf111_derivatives", "rf111_derivatives", 800, 400);
c->Divide(2);
c->cd(1);
gPad->SetLeftMargin(0.15);
xframe->GetYaxis()->SetTitleOffset(1.6);
xframe->Draw();
c->cd(2);
gPad->SetLeftMargin(0.15);
sframe->GetYaxis()->SetTitleOffset(1.6);
sframe->Draw();
}
Date
July 2008
Author
Wouter Verkerke

Definition in file rf111_derivatives.C.

c
#define c(i)
Definition: RSha256.hxx:101
m
auto * m
Definition: textangle.C:8
RooPlot::Draw
virtual void Draw(Option_t *options=0)
Draw this plot and all of the elements it contains.
Definition: RooPlot.cxx:691
RooGaussian.h
TGeant4Unit::s
static constexpr double s
Definition: TGeant4SystemOfUnits.h:162
kOrange
@ kOrange
Definition: Rtypes.h:67
x
Double_t x[n]
Definition: legend1.C:17
RooGaussian
Plain Gaussian p.d.f.
Definition: RooGaussian.h:24
RooAbsReal
RooAbsReal is the common abstract base class for objects that represent a real value and implements f...
Definition: RooAbsReal.h:61
TCanvas.h
RooDataSet.h
kMagenta
@ kMagenta
Definition: Rtypes.h:66
TGeant4Unit::gauss
static constexpr double gauss
Definition: TGeant4SystemOfUnits.h:263
RooFit
The namespace RooFit contains mostly switches that change the behaviour of functions of PDFs (or othe...
Definition: RooCFunction1Binding.h:29
RooPlot.h
RooPlot::GetYaxis
TAxis * GetYaxis() const
Definition: RooPlot.cxx:1258
RooPlot
A RooPlot is a plot frame and a container for graphics objects within that frame.
Definition: RooPlot.h:44
RooRealVar.h
kRed
@ kRed
Definition: Rtypes.h:66
RooAbsReal::plotOn
virtual RooPlot * plotOn(RooPlot *frame, const RooCmdArg &arg1=RooCmdArg(), const RooCmdArg &arg2=RooCmdArg(), const RooCmdArg &arg3=RooCmdArg(), const RooCmdArg &arg4=RooCmdArg(), const RooCmdArg &arg5=RooCmdArg(), const RooCmdArg &arg6=RooCmdArg(), const RooCmdArg &arg7=RooCmdArg(), const RooCmdArg &arg8=RooCmdArg(), const RooCmdArg &arg9=RooCmdArg(), const RooCmdArg &arg10=RooCmdArg()) const
Plot (project) PDF on specified frame.
Definition: RooAbsReal.cxx:1730
sigma
const Double_t sigma
Definition: h1analysisProxy.h:11
RooFit::LineColor
RooCmdArg LineColor(Color_t color)
Definition: RooGlobalFunc.cxx:57
TCanvas
The Canvas class.
Definition: TCanvas.h:23
TAxis.h
RooFit::Range
RooCmdArg Range(const char *rangeName, Bool_t adjustNorm=kTRUE)
Definition: RooGlobalFunc.cxx:53
gPad
#define gPad
Definition: TVirtualPad.h:287
TAttAxis::SetTitleOffset
virtual void SetTitleOffset(Float_t offset=1)
Set distance between the axis and the axis title.
Definition: TAttAxis.cxx:293
RooRealVar
RooRealVar represents a variable that can be changed from the outside.
Definition: RooRealVar.h:37
rf111_derivatives
Definition: rf111_derivatives.py:1
RooFit::Title
RooCmdArg Title(const char *name)
Definition: RooGlobalFunc.cxx:176