Difference: HiggsAnalysisAtATLASUsingRooStats (34 vs. 35)

Revision 352012-01-12 - WilliamBreadenMadden

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  myFrame->Draw()

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Links for RooFit

User's Manual

Tutorials

 

RooStats

General description

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Links for RooStats

Wiki

RooStats User's Guide

Tutorials

E-group for support with ATLAS-sensitive information: atlas-phys-stat-root@cern.ch

E-mail support for software issues, bugs etc.: roostats-development@cern.ch

 

ModelConfig

The ModelConfig RooStats class encapsulates the configuration of a model to define a particular hypothesis. It is now used extensively by the calculator tools. ModelConfig always contains a reference to an external workspace that manages all of the objects that are a part of the model (PDFs and parameter sets). So, in order to use ModelConfig, the user must specify a workspace pointer before creating the various objects of the model.

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Analysis!

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Guidance in writing the XML configuration files

 
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ATLAS recommends the use of the profile likelihood as a test statistic.
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Histograms
 
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Further information

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Units
 
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The units of the input histogram and the luminosity specified in the top-level XML configuration file should be compatible; for example, input histograms might be in pb while the luminosity might be in pb^{-1} or input histograms might be in fb while the luminosity might be in fb^{-1}.
 
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Naming convention
 
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The input histogram names are of no special significance, however, it is often preferable to have a good naming convention devised. One might consider the order in which one has information in the XML and aim to have histogram names appear in a similar order when listed alphabetically.
 
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Generic example:
 
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Type of histogram Histogram naming convention
Phenomenon histogram <phenomenon name>_m<mass point>
Phenomenon upward systematic histogram <phenomenon name>_m<mass point>_sys_<systematic name>_up
Phenomenon downward systematic histogram <phenomenon name>_m<mass point>_sys_<systematic name>_do
 
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RooStats links

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The reason for having an "m" character preceding the mass point is that it allows for easy search and replace of the mass point value when automatically producing multiple XML configuration files corresponding to multiple mass points.
 
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Specific example:
 
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Type of histogram Histogram name
ttH histogram ttH_m110
ttH upward luminosity systematic histogram ttH_m110_sys_Lumi_up
ttH downward luminosity systematic histogram ttH_m110_sys_Lumi_do
ttH upward JES systematic histogram ttH_m110_sys_JES_up
ttH downward JES systematic histogram ttH_m110_sys_JES_do
WW Herwig 105987 upward luminosity systematic histogram WW_Herwig_105987_m110_sys_Lumi_up
WW Herwig 105987 downward luminosity systematic histogram WW_Herwig_105987_m110_sys_Lumi_do
WW Herwig 105987 upward JES systematic histogram WW_Herwig_105987_m110_sys_JES_up
WW Herwig 105987 downward JES systematic histogram WW_Herwig_105987_m110_sys_JES_do
 
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Samples
 
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The sample names are of no special significance, however, it is often preferable to have very short names (e.g., signal1) for the purposes of clarity when, for example, printing the contents of the workspace.
 
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The NormalizedByTheory attribute should be "True" (as opposed to "TRUE" or "true") for all non-data-driven backgrounds. If the Data tag is removed, expected data shall be used in calculations.
 
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The signal(s) are specified as such through the use of the POI tag.

Example file: ttH_m110_channel.xml

<!DOCTYPE Channel SYSTEM 'HistFactorySchema.dtd'>

<!-- channel name and input file -->
<Channel Name="ttH_m110" InputFile="data/ttH_histograms.root" HistoName="">
 
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<-- data -->
HistoName="data" />

<-- signal -->
<Sample Name="signal" HistoName="ttH_m110" NormalizeByTheory="False" >
<-- systematics: -->
<HistoSys Name="Lumi" HistoNameHigh="ttH_m110_sys_Lumi_up" HistoNameLow="ttH_m110_sys_Lumi_do" /> <HistoSys Name="JES" HistoNameHigh="ttH_m110_sys_JES_up" HistoNameLow="ttH_m110_sys_JES_do" />

<-- backgrounds -->

<-- WW_Herwig_105987 -->
NormalizeByTheory="True" HistoName="WW_Herwig_105987_m110">

<-- Wplusjets -->
NormalizeByTheory="False" HistoName="Wplusjets_m110">
<-- systematics -->
<HistoSys Name="Lumi" HistoNameHigh="Wplusjets_m110_sys_Lumi_up" HistoNameLow="Wplusjets_m110_sys_Lumi_do" /> <HistoSys Name="JES" HistoNameHigh="Wplusjets_m110_sys_JES_up" HistoNameLow="Wplusjets_m110_sys_JES_do" />

Example file: ttH_m110_top-level.xml

<!DOCTYPE Combination SYSTEM 'HistFactorySchema.dtd'>

<!-- workspace output file prefix -->
<Combination OutputFilePrefix="workspaces/ttH_m110_workspace" Mode="comb" >

   <!-- channel XML file(s) -->
   <Input>config/ttH_m110_channel.xml</Input>

   <!-- measurement and bin range -->
   <Measurement Name="datastat" Lumi="1" LumiRelErr="0.037" BinLow="0" BinHigh="21" Mode="comb" ExportOnly="True">
      <POI>SigXsecOverSM</POI>
   </Measurement>

</Combination>

Links for HistFactory

HistFactory manual

HistFactory XML reference

XML example

  Exotics Working Group statistics tutorial XML reference

Exotics Working Group statistics tutorial workspace examples

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Analysis!

 
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ATLAS recommends the use of the profile likelihood as a test statistic.

Further information

Links for ROOT

ROOT User's Guide

 
 
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