ROOT
6.06/09
Reference Guide
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HypoTestResult is a base class for results from hypothesis tests.
Any tool inheriting from HypoTestCalculator can return a HypoTestResult. As such, it stores a p-value for the null-hypothesis (eg. background-only) and an alternate hypothesis (eg. signal+background). The p-values can also be transformed into confidence levels (CLb, CLsplusb) in a trivial way. The ratio of the CLsplusb to CLb is often called CLs, and is considered useful, though it is not a probability. Finally, the p-value of the null can be transformed into a number of equivalent Gaussian sigma using the Significance method.
The p-value of the null for a given test statistic is rigorously defined and this is the starting point for the following conventions.
The p-value for the null and alternate are on the same side of the observed value of the test statistic. This is the more standard convention and avoids confusion when doing inverted tests.
For exclusion, we also want the formula CLs = CLs+b / CLb to hold which therefore defines our conventions for CLs+b and CLb. CLs was specifically invented for exclusion and therefore all quantities need be related through the assignments as they are for exclusion: CLs+b = p_{s+b}; CLb = p_b. This is derived by considering the scenarios of a powerful and not powerful inverted test, where for the not so powerful test, CLs must be close to one.
For results of Hypothesis tests, CLs has no similar direct interpretation as for exclusion and can be larger than one.
Definition at line 70 of file HypoTestResult.h.
Public Member Functions | |
HypoTestResult (const char *name=0) | |
default constructor More... | |
HypoTestResult (const HypoTestResult &other) | |
copy constructo More... | |
HypoTestResult (const char *name, Double_t nullp, Double_t altp) | |
constructor from name, null and alternate p values More... | |
virtual | ~HypoTestResult () |
destructor More... | |
HypoTestResult & | operator= (const HypoTestResult &other) |
assignment operator More... | |
virtual void | Append (const HypoTestResult *other) |
add values from another HypoTestResult More... | |
virtual Double_t | NullPValue () const |
Return p-value for null hypothesis. More... | |
virtual Double_t | AlternatePValue () const |
Return p-value for alternate hypothesis. More... | |
virtual Double_t | CLb () const |
Convert NullPValue into a "confidence level". More... | |
virtual Double_t | CLsplusb () const |
Convert AlternatePValue into a "confidence level". More... | |
virtual Double_t | CLs () const |
CLs is simply CLs+b/CLb (not a method, but a quantity) More... | |
virtual Double_t | Significance () const |
familiar name for the Null p-value in terms of 1-sided Gaussian significance More... | |
SamplingDistribution * | GetNullDistribution (void) const |
SamplingDistribution * | GetAltDistribution (void) const |
RooDataSet * | GetNullDetailedOutput (void) const |
RooDataSet * | GetAltDetailedOutput (void) const |
RooDataSet * | GetFitInfo (void) const |
Double_t | GetTestStatisticData (void) const |
const RooArgList * | GetAllTestStatisticsData (void) const |
Bool_t | HasTestStatisticData (void) const |
void | SetAltDistribution (SamplingDistribution *alt) |
void | SetNullDistribution (SamplingDistribution *null) |
void | SetAltDetailedOutput (RooDataSet *d) |
void | SetNullDetailedOutput (RooDataSet *d) |
void | SetFitInfo (RooDataSet *d) |
void | SetTestStatisticData (const Double_t tsd) |
void | SetAllTestStatisticsData (const RooArgList *tsd) |
void | SetPValueIsRightTail (Bool_t pr) |
Bool_t | GetPValueIsRightTail (void) const |
void | SetBackgroundAsAlt (Bool_t l=kTRUE) |
Bool_t | GetBackGroundIsAlt (void) const |
Double_t | CLbError () const |
The error on the "confidence level" of the null hypothesis. More... | |
Double_t | CLsplusbError () const |
The error on the "confidence level" of the alternative hypothesis. More... | |
Double_t | CLsError () const |
The error on the ratio CLs+b/CLb. More... | |
Double_t | NullPValueError () const |
The error on the Null p-value. More... | |
Double_t | SignificanceError () const |
The error on the significance, computed from NullPValueError via error propagation. More... | |
void | Print (const Option_t *="") const |
Public Member Functions inherited from TNamed | |
TNamed () | |
TNamed (const char *name, const char *title) | |
TNamed (const TString &name, const TString &title) | |
TNamed (const TNamed &named) | |
TNamed & | operator= (const TNamed &rhs) |
TNamed assignment operator. More... | |
virtual | ~TNamed () |
virtual void | Clear (Option_t *option="") |
Set name and title to empty strings (""). More... | |
virtual TObject * | Clone (const char *newname="") const |
Make a clone of an object using the Streamer facility. More... | |
virtual Int_t | Compare (const TObject *obj) const |
Compare two TNamed objects. More... | |
virtual void | Copy (TObject &named) const |
Copy this to obj. More... | |
virtual void | FillBuffer (char *&buffer) |
Encode TNamed into output buffer. More... | |
virtual const char * | GetName () const |
Returns name of object. More... | |
virtual const char * | GetTitle () const |
Returns title of object. More... | |
virtual ULong_t | Hash () const |
Return hash value for this object. More... | |
virtual Bool_t | IsSortable () const |
virtual void | SetName (const char *name) |
Change (i.e. More... | |
virtual void | SetNameTitle (const char *name, const char *title) |
Change (i.e. set) all the TNamed parameters (name and title). More... | |
virtual void | SetTitle (const char *title="") |
Change (i.e. set) the title of the TNamed. More... | |
virtual void | ls (Option_t *option="") const |
List TNamed name and title. More... | |
virtual void | Print (Option_t *option="") const |
Print TNamed name and title. More... | |
virtual Int_t | Sizeof () const |
Return size of the TNamed part of the TObject. More... | |
Public Member Functions inherited from TObject | |
TObject () | |
TObject (const TObject &object) | |
TObject copy ctor. More... | |
TObject & | operator= (const TObject &rhs) |
TObject assignment operator. More... | |
virtual | ~TObject () |
TObject destructor. More... | |
virtual void | AppendPad (Option_t *option="") |
Append graphics object to current pad. More... | |
virtual void | Browse (TBrowser *b) |
Browse object. May be overridden for another default action. More... | |
virtual const char * | ClassName () const |
Returns name of class to which the object belongs. More... | |
virtual void | Delete (Option_t *option="") |
Delete this object. More... | |
virtual Int_t | DistancetoPrimitive (Int_t px, Int_t py) |
Computes distance from point (px,py) to the object. More... | |
virtual void | Draw (Option_t *option="") |
Default Draw method for all objects. More... | |
virtual void | DrawClass () const |
Draw class inheritance tree of the class to which this object belongs. More... | |
virtual TObject * | DrawClone (Option_t *option="") const |
Draw a clone of this object in the current pad. More... | |
virtual void | Dump () const |
Dump contents of object on stdout. More... | |
virtual void | Execute (const char *method, const char *params, Int_t *error=0) |
Execute method on this object with the given parameter string, e.g. More... | |
virtual void | Execute (TMethod *method, TObjArray *params, Int_t *error=0) |
Execute method on this object with parameters stored in the TObjArray. More... | |
virtual void | ExecuteEvent (Int_t event, Int_t px, Int_t py) |
Execute action corresponding to an event at (px,py). More... | |
virtual TObject * | FindObject (const char *name) const |
Must be redefined in derived classes. More... | |
virtual TObject * | FindObject (const TObject *obj) const |
Must be redefined in derived classes. More... | |
virtual Option_t * | GetDrawOption () const |
Get option used by the graphics system to draw this object. More... | |
virtual UInt_t | GetUniqueID () const |
Return the unique object id. More... | |
virtual const char * | GetIconName () const |
Returns mime type name of object. More... | |
virtual Option_t * | GetOption () const |
virtual char * | GetObjectInfo (Int_t px, Int_t py) const |
Returns string containing info about the object at position (px,py). More... | |
virtual Bool_t | HandleTimer (TTimer *timer) |
Execute action in response of a timer timing out. More... | |
virtual Bool_t | InheritsFrom (const char *classname) const |
Returns kTRUE if object inherits from class "classname". More... | |
virtual Bool_t | InheritsFrom (const TClass *cl) const |
Returns kTRUE if object inherits from TClass cl. More... | |
virtual void | Inspect () const |
Dump contents of this object in a graphics canvas. More... | |
virtual Bool_t | IsFolder () const |
Returns kTRUE in case object contains browsable objects (like containers or lists of other objects). More... | |
virtual Bool_t | IsEqual (const TObject *obj) const |
Default equal comparison (objects are equal if they have the same address in memory). More... | |
Bool_t | IsOnHeap () const |
Bool_t | IsZombie () const |
virtual Bool_t | Notify () |
This method must be overridden to handle object notification. More... | |
virtual void | Paint (Option_t *option="") |
This method must be overridden if a class wants to paint itself. More... | |
virtual void | Pop () |
Pop on object drawn in a pad to the top of the display list. More... | |
virtual Int_t | Read (const char *name) |
Read contents of object with specified name from the current directory. More... | |
virtual void | RecursiveRemove (TObject *obj) |
Recursively remove this object from a list. More... | |
virtual void | SaveAs (const char *filename="", Option_t *option="") const |
Save this object in the file specified by filename. More... | |
virtual void | SavePrimitive (std::ostream &out, Option_t *option="") |
Save a primitive as a C++ statement(s) on output stream "out". More... | |
virtual void | SetDrawOption (Option_t *option="") |
Set drawing option for object. More... | |
virtual void | SetUniqueID (UInt_t uid) |
Set the unique object id. More... | |
virtual void | UseCurrentStyle () |
Set current style settings in this object This function is called when either TCanvas::UseCurrentStyle or TROOT::ForceStyle have been invoked. More... | |
virtual Int_t | Write (const char *name=0, Int_t option=0, Int_t bufsize=0) |
Write this object to the current directory. More... | |
virtual Int_t | Write (const char *name=0, Int_t option=0, Int_t bufsize=0) const |
Write this object to the current directory. More... | |
void * | operator new (size_t sz) |
void * | operator new[] (size_t sz) |
void * | operator new (size_t sz, void *vp) |
void * | operator new[] (size_t sz, void *vp) |
void | operator delete (void *ptr) |
Operator delete. More... | |
void | operator delete[] (void *ptr) |
Operator delete []. More... | |
void | SetBit (UInt_t f, Bool_t set) |
Set or unset the user status bits as specified in f. More... | |
void | SetBit (UInt_t f) |
void | ResetBit (UInt_t f) |
Bool_t | TestBit (UInt_t f) const |
Int_t | TestBits (UInt_t f) const |
void | InvertBit (UInt_t f) |
virtual void | Info (const char *method, const char *msgfmt,...) const |
Issue info message. More... | |
virtual void | Warning (const char *method, const char *msgfmt,...) const |
Issue warning message. More... | |
virtual void | Error (const char *method, const char *msgfmt,...) const |
Issue error message. More... | |
virtual void | SysError (const char *method, const char *msgfmt,...) const |
Issue system error message. More... | |
virtual void | Fatal (const char *method, const char *msgfmt,...) const |
Issue fatal error message. More... | |
void | AbstractMethod (const char *method) const |
Use this method to implement an "abstract" method that you don't want to leave purely abstract. More... | |
void | MayNotUse (const char *method) const |
Use this method to signal that a method (defined in a base class) may not be called in a derived class (in principle against good design since a child class should not provide less functionality than its parent, however, sometimes it is necessary). More... | |
void | Obsolete (const char *method, const char *asOfVers, const char *removedFromVers) const |
Use this method to declare a method obsolete. More... | |
Protected Attributes | |
Double_t | fNullPValue |
Double_t | fAlternatePValue |
Double_t | fNullPValueError |
Double_t | fAlternatePValueError |
Double_t | fTestStatisticData |
const RooArgList * | fAllTestStatisticsData |
SamplingDistribution * | fNullDistr |
SamplingDistribution * | fAltDistr |
RooDataSet * | fNullDetailedOutput |
RooDataSet * | fAltDetailedOutput |
RooDataSet * | fFitInfo |
Bool_t | fPValueIsRightTail |
Bool_t | fBackgroundIsAlt |
Protected Attributes inherited from TNamed | |
TString | fName |
TString | fTitle |
Private Member Functions | |
void | UpdatePValue (const SamplingDistribution *distr, Double_t &pvalue, Double_t &perror, Bool_t pIsRightTail) |
updates the pvalue if sufficient data is available More... | |
Additional Inherited Members | |
Public Types inherited from TObject | |
enum | EStatusBits { kCanDelete = BIT(0), kMustCleanup = BIT(3), kObjInCanvas = BIT(3), kIsReferenced = BIT(4), kHasUUID = BIT(5), kCannotPick = BIT(6), kNoContextMenu = BIT(8), kInvalidObject = BIT(13) } |
enum | { kIsOnHeap = 0x01000000, kNotDeleted = 0x02000000, kZombie = 0x04000000, kBitMask = 0x00ffffff } |
enum | { kSingleKey = BIT(0), kOverwrite = BIT(1), kWriteDelete = BIT(2) } |
Static Public Member Functions inherited from TObject | |
static Long_t | GetDtorOnly () |
Return destructor only flag. More... | |
static void | SetDtorOnly (void *obj) |
Set destructor only flag. More... | |
static Bool_t | GetObjectStat () |
Get status of object stat flag. More... | |
static void | SetObjectStat (Bool_t stat) |
Turn on/off tracking of objects in the TObjectTable. More... | |
Protected Member Functions inherited from TObject | |
void | MakeZombie () |
virtual void | DoError (int level, const char *location, const char *fmt, va_list va) const |
Interface to ErrorHandler (protected). More... | |
#include <RooStats/HypoTestResult.h>
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explicit |
HypoTestResult::HypoTestResult | ( | const HypoTestResult & | other | ) |
constructor from name, null and alternate p values
Alternate constructor.
Definition at line 59 of file HypoTestResult.cxx.
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Return p-value for alternate hypothesis.
Reimplemented in RooStats::HybridResult.
Definition at line 96 of file HypoTestResult.h.
Referenced by CLb(), CLsplusb(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), and RooStats::HypoTestInverter::RunOnePoint().
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add values from another HypoTestResult
Definition at line 134 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverterResult::Add(), RooStats::HypoTestInverter::Eval(), HypoTestResult(), operator=(), and RooStats::HypoTestInverter::RunOnePoint().
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Convert NullPValue into a "confidence level".
Definition at line 99 of file HypoTestResult.h.
Referenced by RooStats::HybridResult::CLbError(), CLs(), RooStats::HybridResult::CLsError(), CLsError(), RooStats::HypoTestInverter::Eval(), Print(), RooStats::HybridResult::PrintMore(), and RooStats::HypoTestInverter::RebuildDistributions().
Double_t HypoTestResult::CLbError | ( | ) | const |
The error on the "confidence level" of the null hypothesis.
compute CLb error Clb = 1 - NullPValue() must use opposite condition that routine above
Definition at line 236 of file HypoTestResult.cxx.
Referenced by CLsError(), RooStats::HypoTestInverter::Eval(), and Print().
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CLs is simply CLs+b/CLb (not a method, but a quantity)
Definition at line 105 of file HypoTestResult.h.
Referenced by RooStats::HybridResult::CLsError(), CLsError(), RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), RooStats::AsymptoticCalculator::GetHypoTest(), Print(), RooStats::HybridResult::PrintMore(), and RooStats::HypoTestInverter::RebuildDistributions().
Double_t HypoTestResult::CLsError | ( | ) | const |
The error on the ratio CLs+b/CLb.
Returns an estimate of the error on CLs through combination of the errors on CLb and CLsplusb: BEGIN_LATEX #sigma_{CL_s} = CL_s sqrt{#left( #frac{#sigma_{CL_{s+b}}}{CL_{s+b}} #right)^2 + #left( #frac{#sigma_{CL_{b}}}{CL_{b}} #right)^2} END_LATEX.
Definition at line 261 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverter::Eval(), and Print().
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Convert AlternatePValue into a "confidence level".
Definition at line 102 of file HypoTestResult.h.
Referenced by CLs(), RooStats::HybridResult::CLsError(), RooStats::HybridResult::CLsplusbError(), RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), Print(), RooStats::HybridResult::PrintMore(), and RooStats::HypoTestInverter::RebuildDistributions().
Double_t HypoTestResult::CLsplusbError | ( | ) | const |
The error on the "confidence level" of the alternative hypothesis.
Definition at line 242 of file HypoTestResult.cxx.
Referenced by CLsError(), RooStats::HypoTestInverter::Eval(), and Print().
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Definition at line 124 of file HypoTestResult.h.
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Definition at line 121 of file HypoTestResult.h.
Referenced by Append().
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Definition at line 119 of file HypoTestResult.h.
Referenced by Append(), RooStats::HypoTestPlot::ApplyDefaultStyle(), RooStats::HypoTestPlot::ApplyResult(), RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::ExclusionCleanup(), RooStats::HypoTestInverterResult::GetBackgroundTestStatDist(), RooStats::HypoTestInverterResult::GetExpectedLimit(), RooStats::HypoTestInverterResult::GetSignalAndBackgroundTestStatDist(), and RooStats::HypoTestInverter::RunOnePoint().
Definition at line 139 of file HypoTestResult.h.
Referenced by RooStats::HypoTestInverterResult::GetBackgroundTestStatDist(), RooStats::HypoTestInverterResult::GetSignalAndBackgroundTestStatDist(), and operator=().
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Definition at line 122 of file HypoTestResult.h.
Referenced by Append().
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Definition at line 120 of file HypoTestResult.h.
Referenced by Append().
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Definition at line 118 of file HypoTestResult.h.
Referenced by RooStats::HypoTestInverterResult::Add(), Append(), RooStats::HypoTestPlot::ApplyDefaultStyle(), RooStats::HypoTestPlot::ApplyResult(), RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::ExclusionCleanup(), RooStats::HypoTestInverterResult::GetBackgroundTestStatDist(), RooStats::HypoTestInverterResult::GetExpectedLimit(), RooStats::HypoTestInverterResult::GetSignalAndBackgroundTestStatDist(), and RooStats::HypoTestInverter::RunOnePoint().
Definition at line 136 of file HypoTestResult.h.
Referenced by RooStats::HypoTestPlot::ApplyResult(), RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), and operator=().
Definition at line 123 of file HypoTestResult.h.
Referenced by Append(), RooStats::HypoTestPlot::ApplyResult(), and RooStats::HypoTestInverter::Eval().
Definition at line 222 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestPlot::ApplyResult(), and Print().
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Return p-value for null hypothesis.
Reimplemented in RooStats::HybridResult.
Definition at line 93 of file HypoTestResult.h.
Referenced by CLb(), CLsplusb(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), Print(), RooStats::HypoTestInverter::RunOnePoint(), and Significance().
Double_t HypoTestResult::NullPValueError | ( | ) | const |
The error on the Null p-value.
Definition at line 226 of file HypoTestResult.cxx.
Referenced by Print(), and SignificanceError().
HypoTestResult & HypoTestResult::operator= | ( | const HypoTestResult & | other | ) |
assignment operator
Definition at line 107 of file HypoTestResult.cxx.
Definition at line 300 of file HypoTestResult.cxx.
void HypoTestResult::SetAllTestStatisticsData | ( | const RooArgList * | tsd | ) |
Definition at line 198 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestCalculatorGeneric::GetHypoTest().
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Definition at line 129 of file HypoTestResult.h.
Referenced by RooStats::HypoTestCalculatorGeneric::GetHypoTest().
void HypoTestResult::SetAltDistribution | ( | SamplingDistribution * | alt | ) |
Definition at line 178 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverterResult::GetExpectedPValueDist(), and RooStats::HypoTestCalculatorGeneric::GetHypoTest().
Definition at line 138 of file HypoTestResult.h.
Referenced by RooStats::HypoTestInverter::Eval(), and RooStats::HypoTestInverterResult::GetExpectedPValueDist().
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Definition at line 131 of file HypoTestResult.h.
Referenced by RooStats::HypoTestCalculatorGeneric::GetHypoTest().
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Definition at line 130 of file HypoTestResult.h.
Referenced by RooStats::HypoTestCalculatorGeneric::GetHypoTest().
void HypoTestResult::SetNullDistribution | ( | SamplingDistribution * | null | ) |
Definition at line 184 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverterResult::GetExpectedPValueDist(), and RooStats::HypoTestCalculatorGeneric::GetHypoTest().
Definition at line 213 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverterResult::GetExpectedPValueDist(), and RooStats::HypoTestCalculatorGeneric::GetHypoTest().
Definition at line 190 of file HypoTestResult.cxx.
Referenced by RooStats::HypoTestInverter::Eval(), RooStats::HypoTestInverterResult::GetExpectedPValueDist(), RooStats::HypoTestCalculatorGeneric::GetHypoTest(), and SetAllTestStatisticsData().
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familiar name for the Null p-value in terms of 1-sided Gaussian significance
Definition at line 116 of file HypoTestResult.h.
Referenced by Print(), and SignificanceError().
Double_t HypoTestResult::SignificanceError | ( | ) | const |
The error on the significance, computed from NullPValueError via error propagation.
Taylor expansion series approximation for standard deviation (error propagation)
Definition at line 249 of file HypoTestResult.cxx.
Referenced by Print().
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private |
updates the pvalue if sufficient data is available
Definition at line 282 of file HypoTestResult.cxx.
Referenced by Append(), SetAltDistribution(), SetNullDistribution(), SetPValueIsRightTail(), and SetTestStatisticData().
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Definition at line 170 of file HypoTestResult.h.
Referenced by GetAllTestStatisticsData(), operator=(), SetAllTestStatisticsData(), and ~HypoTestResult().
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Definition at line 174 of file HypoTestResult.h.
Referenced by Append(), GetAltDetailedOutput(), operator=(), SetAltDetailedOutput(), and ~HypoTestResult().
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Definition at line 172 of file HypoTestResult.h.
Referenced by Append(), CLsError(), GetAltDistribution(), operator=(), Print(), SetAltDistribution(), SetPValueIsRightTail(), SetTestStatisticData(), and ~HypoTestResult().
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mutableprotected |
Definition at line 166 of file HypoTestResult.h.
Referenced by RooStats::HybridResult::AlternatePValue(), AlternatePValue(), Append(), operator=(), SetAltDistribution(), SetPValueIsRightTail(), and SetTestStatisticData().
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mutableprotected |
Definition at line 168 of file HypoTestResult.h.
Referenced by Append(), CLbError(), CLsplusbError(), operator=(), SetAltDistribution(), SetPValueIsRightTail(), and SetTestStatisticData().
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Definition at line 177 of file HypoTestResult.h.
Referenced by CLb(), CLbError(), CLsplusb(), CLsplusbError(), GetBackGroundIsAlt(), operator=(), and SetBackgroundAsAlt().
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Definition at line 175 of file HypoTestResult.h.
Referenced by Append(), GetFitInfo(), operator=(), and SetFitInfo().
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Definition at line 173 of file HypoTestResult.h.
Referenced by Append(), GetNullDetailedOutput(), operator=(), SetNullDetailedOutput(), and ~HypoTestResult().
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Definition at line 171 of file HypoTestResult.h.
Referenced by Append(), CLsError(), GetNullDistribution(), operator=(), Print(), SetNullDistribution(), SetPValueIsRightTail(), SetTestStatisticData(), and ~HypoTestResult().
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mutableprotected |
Definition at line 165 of file HypoTestResult.h.
Referenced by Append(), RooStats::HybridResult::NullPValue(), NullPValue(), operator=(), SetNullDistribution(), SetPValueIsRightTail(), and SetTestStatisticData().
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mutableprotected |
Definition at line 167 of file HypoTestResult.h.
Referenced by Append(), CLbError(), CLsplusbError(), NullPValueError(), operator=(), SetNullDistribution(), SetPValueIsRightTail(), and SetTestStatisticData().
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Definition at line 176 of file HypoTestResult.h.
Referenced by GetPValueIsRightTail(), operator=(), SetPValueIsRightTail(), and UpdatePValue().
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Definition at line 169 of file HypoTestResult.h.
Referenced by Append(), GetTestStatisticData(), HasTestStatisticData(), operator=(), Print(), SetTestStatisticData(), and UpdatePValue().