MersenneTwisterRandom random variate generator. More...

#include <itkMersenneTwisterRandomVariateGenerator.h>

Inheritance diagram for itk::Statistics::MersenneTwisterRandomVariateGenerator:

Collaboration diagram for itk::Statistics::MersenneTwisterRandomVariateGenerator:

Public Types
typedef SmartPointer< const Self >	ConstPointer
typedef uint32_t	IntegerType
typedef SmartPointer< Self >	Pointer
typedef MersenneTwisterRandomVariateGenerator	Self
typedef RandomVariateGeneratorBase	Superclass
Public Member Functions
virtual LightObject::Pointer	CreateAnother () const
virtual void	DebugOff () const
virtual void	DebugOn () const
virtual void	Delete ()
Command *	GetCommand (unsigned long tag)
bool	GetDebug () const
MetaDataDictionary &	GetMetaDataDictionary (void)
const MetaDataDictionary &	GetMetaDataDictionary (void) const
virtual unsigned long	GetMTime () const
virtual const char *	GetNameOfClass () const
double	GetNormalVariate (const double &mean=0.0, const double &variance=1.0)
virtual int	GetReferenceCount () const
double	GetUniformVariate (const double &a, const double &b)
virtual double	GetVariate ()
bool	HasObserver (const EventObject &event) const
void	Initialize (const IntegerType oneSeed)
void	Initialize ()
void	InvokeEvent (const EventObject &) const
void	InvokeEvent (const EventObject &)
virtual void	Modified () const
double	operator() ()
void	Print (std::ostream &os, Indent indent=0) const
virtual void	Register () const
void	RemoveAllObservers ()
void	RemoveObserver (unsigned long tag)
void	SetDebug (bool debugFlag) const
void	SetMetaDataDictionary (const MetaDataDictionary &rhs)
virtual void	SetReferenceCount (int)
void	SetSeed (IntegerType *bigSeed, const IntegerType seedLength=StateVectorLength)
void	SetSeed ()
void	SetSeed (const IntegerType oneSeed)
virtual void	UnRegister () const


double	GetVariateWithClosedRange ()
double	GetVariateWithClosedRange (const double &n)
double	GetVariateWithOpenUpperRange ()
double	GetVariateWithOpenUpperRange (const double &n)
double	GetVariateWithOpenRange ()
double	GetVariateWithOpenRange (const double &n)
IntegerType	GetIntegerVariate ()
IntegerType	GetIntegerVariate (const IntegerType &n)
double	Get53BitVariate ()


unsigned long	AddObserver (const EventObject &event, Command *)
unsigned long	AddObserver (const EventObject &event, Command *) const
Static Public Member Functions
static void	BreakOnError ()


static Pointer	New ()
static Pointer	GetInstance ()


static void	SetGlobalWarningDisplay (bool flag)
static bool	GetGlobalWarningDisplay ()
static void	GlobalWarningDisplayOn ()
static void	GlobalWarningDisplayOff ()
Static Public Attributes
static const IntegerType	StateVectorLength = 624
Protected Types


typedef int	InternalReferenceCountType
Protected Member Functions
IntegerType	hiBit (const IntegerType &u) const
IntegerType	loBit (const IntegerType &u) const
IntegerType	loBits (const IntegerType &u) const
	MersenneTwisterRandomVariateGenerator ()
IntegerType	mixBits (const IntegerType &u, const IntegerType &v) const
bool	PrintObservers (std::ostream &os, Indent indent) const
virtual void	PrintSelf (std::ostream &os, Indent indent) const
void	reload ()
IntegerType	twist (const IntegerType &m, const IntegerType &s0, const IntegerType &s1) const
virtual	~MersenneTwisterRandomVariateGenerator ()


virtual void	PrintHeader (std::ostream &os, Indent indent) const
virtual void	PrintTrailer (std::ostream &os, Indent indent) const
Static Protected Member Functions
static IntegerType	hash (vcl_time_t t, vcl_clock_t c)
Protected Attributes
int	left
InternalReferenceCountType	m_ReferenceCount
SimpleFastMutexLock	m_ReferenceCountLock
IntegerType *	pNext
IntegerType	state [StateVectorLength]
Static Protected Attributes
static const unsigned int	M = 397
static Pointer	m_Instance

Detailed Description

MersenneTwisterRandom random variate generator.

Warning:: This class is NOT thread-safe.

This notice was included with the original implementation. The only changes made were to obfuscate the author's email addresses.

MersenneTwister.h Mersenne Twister random number generator -- a C++ class MTRand Based on code by Makoto Matsumoto, Takuji Nishimura, and Shawn Cokus Richard J. Wagner v1.0 15 May 2003 rjwagner at writeme dot com

The Mersenne Twister is an algorithm for generating random numbers. It was designed with consideration of the flaws in various other generators. The period, 2^19937-1, and the order of equidistribution, 623 dimensions, are far greater. The generator is also fast; it avoids multiplication and division, and it benefits from caches and pipelines. For more information see the inventors' web page at http:*www.math.keio.ac.jp/~matumoto/emt.html

Reference M. Matsumoto and T. Nishimura, "Mersenne Twister: A 623-Dimensionally Equidistributed Uniform Pseudo-Random Number Generator", ACM Transactions on Modeling and Computer Simulation, Vol. 8, No. 1, January 1998, pp 3-30.

Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:

1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.

2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.

3. The names of its contributors may not be used to endorse or promote products derived from this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

The original code included the following notice:

When you use this, send an email to: matumoto at math dot keio dot ac dot jp with an appropriate reference to your work.

It would be nice to CC: rjwagner at writeme dot com and Cokus at math dot washington dot edu when you write.

Definition at line 103 of file itkMersenneTwisterRandomVariateGenerator.h.

Member Typedef Documentation

typedef SmartPointer<const Self> itk::Statistics::MersenneTwisterRandomVariateGenerator::ConstPointer

Reimplemented from itk::Statistics::RandomVariateGeneratorBase.

Definition at line 112 of file itkMersenneTwisterRandomVariateGenerator.h.

typedef uint32_t itk::Statistics::MersenneTwisterRandomVariateGenerator::IntegerType

Definition at line 114 of file itkMersenneTwisterRandomVariateGenerator.h.

typedef int itk::LightObject::InternalReferenceCountType [protected, inherited]

Define the type of the reference count according to the target. This allows the use of atomic operations

Definition at line 139 of file itkLightObject.h.

typedef SmartPointer<Self> itk::Statistics::MersenneTwisterRandomVariateGenerator::Pointer

Reimplemented from itk::Statistics::RandomVariateGeneratorBase.

Definition at line 111 of file itkMersenneTwisterRandomVariateGenerator.h.

typedef MersenneTwisterRandomVariateGenerator itk::Statistics::MersenneTwisterRandomVariateGenerator::Self

Standard class typedefs.

Reimplemented from itk::Statistics::RandomVariateGeneratorBase.

Definition at line 109 of file itkMersenneTwisterRandomVariateGenerator.h.

typedef RandomVariateGeneratorBase itk::Statistics::MersenneTwisterRandomVariateGenerator::Superclass

Reimplemented from itk::Statistics::RandomVariateGeneratorBase.

Definition at line 110 of file itkMersenneTwisterRandomVariateGenerator.h.

Constructor & Destructor Documentation

itk::Statistics::MersenneTwisterRandomVariateGenerator::MersenneTwisterRandomVariateGenerator ( ) [inline, protected]

Definition at line 541 of file itkMersenneTwisterRandomVariateGenerator.h.

References SetSeed().

virtual itk::Statistics::MersenneTwisterRandomVariateGenerator::~MersenneTwisterRandomVariateGenerator ( ) [inline, protected, virtual]

Definition at line 208 of file itkMersenneTwisterRandomVariateGenerator.h.

Member Function Documentation

unsigned long itk::Object::AddObserver	(	const EventObject &	event,
		Command *
	)			`[inherited]`

Allow people to add/remove/invoke observers (callbacks) to any ITK object. This is an implementation of the subject/observer design pattern. An observer is added by specifying an event to respond to and an itk::Command to execute. It returns an unsigned long tag which can be used later to remove the event or retrieve the command. The memory for the Command becomes the responsibility of this object, so don't pass the same instance of a command to two different objects

unsigned long itk::Object::AddObserver	(	const EventObject &	event,
		Command *
	)			const `[inherited]`

Allow people to add/remove/invoke observers (callbacks) to any ITK object. This is an implementation of the subject/observer design pattern. An observer is added by specifying an event to respond to and an itk::Command to execute. It returns an unsigned long tag which can be used later to remove the event or retrieve the command. The memory for the Command becomes the responsibility of this object, so don't pass the same instance of a command to two different objects

static void itk::LightObject::BreakOnError ( ) [static, inherited]

This method is called when itkExceptionMacro executes. It allows the debugger to break on error.

virtual LightObject::Pointer itk::Object::CreateAnother ( ) const [virtual, inherited]

Create an object from an instance, potentially deferring to a factory. This method allows you to create an instance of an object that is exactly the same type as the referring object. This is useful in cases where an object has been cast back to a base class.

Reimplemented from itk::LightObject.

virtual void itk::Object::DebugOff ( ) const [virtual, inherited]

Turn debugging output off.

virtual void itk::Object::DebugOn ( ) const [virtual, inherited]

Turn debugging output on.

virtual void itk::LightObject::Delete ( ) [virtual, inherited]

Delete an itk object. This method should always be used to delete an object when the new operator was used to create it. Using the C delete method will not work with reference counting.

double itk::Statistics::MersenneTwisterRandomVariateGenerator::Get53BitVariate ( ) [inline]

Access to 53-bit random numbers (capacity of IEEE double precision) in the range [0,1)

Definition at line 492 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetIntegerVariate().

Command* itk::Object::GetCommand ( unsigned long tag ) [inherited]

Get the command associated with the given tag. NOTE: This returns a pointer to a Command, but it is safe to asign this to a Command::Pointer. Since Command inherits from LightObject, at this point in the code, only a pointer or a reference to the Command can be used.

bool itk::Object::GetDebug ( ) const [inherited]

Get the value of the debug flag.

static bool itk::Object::GetGlobalWarningDisplay ( ) [static, inherited]

This is a global flag that controls whether any debug, warning or error messages are displayed.

static Pointer itk::Statistics::MersenneTwisterRandomVariateGenerator::GetInstance ( ) [static]

Method for creation through the object factory.

MersenneTwisterRandomVariateGenerator::IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::GetIntegerVariate ( const IntegerType & n ) [inline]

Get an integer variate in [0, n] for n < 2^32

Definition at line 465 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetIntegerVariate().

MersenneTwisterRandomVariateGenerator::IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::GetIntegerVariate ( ) [inline]

Get an integer variate in [0, 2^32-1]

Definition at line 403 of file itkMersenneTwisterRandomVariateGenerator.h.

References left, pNext, and reload().

Referenced by Get53BitVariate(), GetIntegerVariate(), GetVariateWithClosedRange(), GetVariateWithOpenRange(), and GetVariateWithOpenUpperRange().

MetaDataDictionary& itk::Object::GetMetaDataDictionary ( void ) [inherited]

Returns:: A reference to this objects MetaDataDictionary.

Warning:: This reference may be changed.

const MetaDataDictionary& itk::Object::GetMetaDataDictionary ( void ) const [inherited]

Returns:: A constant reference to this objects MetaDataDictionary.

virtual unsigned long itk::Object::GetMTime ( ) const [virtual, inherited]

Return this objects modified time.

Referenced by itk::SpatialObject< ::itk::GetMeshDimension< TMesh >::PointDimension >::GetObjectMTime().

virtual const char* itk::Statistics::MersenneTwisterRandomVariateGenerator::GetNameOfClass ( ) const [virtual]

Run-time type information (and related methods).

Reimplemented from itk::Statistics::RandomVariateGeneratorBase.

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetNormalVariate	(	const double &	mean = `0.0`,
		const double &	variance = `1.0`
	)			`[inline]`

Definition at line 503 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithOpenRange(), and GetVariateWithOpenUpperRange().

virtual int itk::LightObject::GetReferenceCount ( ) const [inline, virtual, inherited]

Gets the reference count on this object.

Definition at line 106 of file itkLightObject.h.

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetUniformVariate	(	const double &	a,
		const double &	b
	)			`[inline]`

Definition at line 518 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithOpenUpperRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariate ( ) [inline, virtual]

get a variate in the range [0, 1] Do NOT use for CRYPTOGRAPHY without securely hashing several returned values together, otherwise the generator state can be learned after reading 624 consecutive values.

Implements itk::Statistics::RandomVariateGeneratorBase.

Definition at line 527 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithClosedRange().

Referenced by operator()().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithClosedRange ( ) [inline]

Get a random variate in the range [0, 1]

Definition at line 419 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetIntegerVariate().

Referenced by GetVariate(), and GetVariateWithClosedRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithClosedRange ( const double & n ) [inline]

Get a random variate in the range [0, n]

Definition at line 426 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithClosedRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithOpenRange ( ) [inline]

Get a range variate in the range (0, 1)

Definition at line 449 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetIntegerVariate().

Referenced by GetNormalVariate(), and GetVariateWithOpenRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithOpenRange ( const double & n ) [inline]

Get a range variate in the range (0, n)

Definition at line 457 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithOpenRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithOpenUpperRange ( const double & n ) [inline]

Get a range variate in the range [0, n)

Definition at line 441 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariateWithOpenUpperRange().

double itk::Statistics::MersenneTwisterRandomVariateGenerator::GetVariateWithOpenUpperRange ( ) [inline]

Get a range variate in the range [0, 1)

Definition at line 434 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetIntegerVariate().

Referenced by GetNormalVariate(), GetUniformVariate(), and GetVariateWithOpenUpperRange().

static void itk::Object::GlobalWarningDisplayOff ( ) [inline, static, inherited]

This is a global flag that controls whether any debug, warning or error messages are displayed.

Definition at line 100 of file itkObject.h.

References itk::Object::SetGlobalWarningDisplay().

static void itk::Object::GlobalWarningDisplayOn ( ) [inline, static, inherited]

This is a global flag that controls whether any debug, warning or error messages are displayed.

Definition at line 98 of file itkObject.h.

References itk::Object::SetGlobalWarningDisplay().

MersenneTwisterRandomVariateGenerator::IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::hash	(	vcl_time_t	t,
		vcl_clock_t	c
	)			`[inline, static, protected]`

Definition at line 257 of file itkMersenneTwisterRandomVariateGenerator.h.

Referenced by SetSeed().

bool itk::Object::HasObserver ( const EventObject & event ) const [inherited]

Return true if an observer is registered for this event.

IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::hiBit ( const IntegerType & u ) const [inline, protected]

Definition at line 238 of file itkMersenneTwisterRandomVariateGenerator.h.

void itk::Statistics::MersenneTwisterRandomVariateGenerator::Initialize ( const IntegerType oneSeed ) [inline]

Length of array for save() initialize with a simple IntegerType

Definition at line 284 of file itkMersenneTwisterRandomVariateGenerator.h.

References state, and StateVectorLength.

void itk::Statistics::MersenneTwisterRandomVariateGenerator::Initialize ( void ) [inline]

Initialize with an array

Definition at line 379 of file itkMersenneTwisterRandomVariateGenerator.h.

References SetSeed().

Referenced by SetSeed().

void itk::Object::InvokeEvent ( const EventObject & ) [inherited]

Call Execute on all the Commands observing this event id.

void itk::Object::InvokeEvent ( const EventObject & ) const [inherited]

Call Execute on all the Commands observing this event id. The actions triggered by this call doesn't modify this object.

IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::loBit ( const IntegerType & u ) const [inline, protected]

Definition at line 239 of file itkMersenneTwisterRandomVariateGenerator.h.

IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::loBits ( const IntegerType & u ) const [inline, protected]

Definition at line 240 of file itkMersenneTwisterRandomVariateGenerator.h.

IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::mixBits	(	const IntegerType &	u,
		const IntegerType &	v
	)			const `[inline, protected]`

Definition at line 241 of file itkMersenneTwisterRandomVariateGenerator.h.

virtual void itk::Object::Modified ( ) const [virtual, inherited]

Update the modification time for this object. Many filters rely on the modification time to determine if they need to recompute their data.

Referenced by itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::InsertNarrowBandNode(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetCenter(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetMatrix(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBand(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBandInnerRadius(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBandTotalRadius(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetOffset(), itk::ThresholdLabelerImageFilter< TInputImage, TOutputImage >::SetRealThresholds(), itk::ThresholdLabelerImageFilter< TInputImage, TOutputImage >::SetThresholds(), itk::Statistics::GoodnessOfFitFunctionBase< TInputHistogram >::SetTotalObservedScale(), and itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetTranslation().

static Pointer itk::Statistics::MersenneTwisterRandomVariateGenerator::New ( ) [static]

Method for creation through the object factory.

Reimplemented from itk::Object.

double itk::Statistics::MersenneTwisterRandomVariateGenerator::operator() ( ) [inline]

Same as GetVariate()

Definition at line 534 of file itkMersenneTwisterRandomVariateGenerator.h.

References GetVariate().

void itk::LightObject::Print	(	std::ostream &	os,
		Indent	indent = `0`
	)			const `[inherited]`

Cause the object to print itself out.

Referenced by itk::WeakPointer< ProcessObject >::Print().

virtual void itk::LightObject::PrintHeader	(	std::ostream &	os,
		Indent	indent
	)			const `[protected, virtual, inherited]`

Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.

bool itk::Object::PrintObservers	(	std::ostream &	os,
		Indent	indent
	)			const `[protected, inherited]`

virtual void itk::Statistics::MersenneTwisterRandomVariateGenerator::PrintSelf	(	std::ostream &	os,
		Indent	indent
	)			const `[inline, protected, virtual]`

Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.

Reimplemented from itk::Object.

Definition at line 209 of file itkMersenneTwisterRandomVariateGenerator.h.

References HardConnectedComponentImageFilter::PrintSelf().

virtual void itk::LightObject::PrintTrailer	(	std::ostream &	os,
		Indent	indent
	)			const `[protected, virtual, inherited]`

Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.

virtual void itk::Object::Register ( ) const [virtual, inherited]

Increase the reference count (mark as used by another object).

Reimplemented from itk::LightObject.

void itk::Statistics::MersenneTwisterRandomVariateGenerator::reload ( ) [inline, protected]

Definition at line 302 of file itkMersenneTwisterRandomVariateGenerator.h.

References left, M, pNext, state, StateVectorLength, and twist().

Referenced by GetIntegerVariate(), and SetSeed().

void itk::Object::RemoveAllObservers ( ) [inherited]

Remove all observers .

void itk::Object::RemoveObserver ( unsigned long tag ) [inherited]

Remove the observer with this tag value.

void itk::Object::SetDebug ( bool debugFlag ) const [inherited]

Set the value of the debug flag. A non-zero value turns debugging on.

static void itk::Object::SetGlobalWarningDisplay ( bool flag ) [static, inherited]

This is a global flag that controls whether any debug, warning or error messages are displayed.

Referenced by itk::Object::GlobalWarningDisplayOff(), and itk::Object::GlobalWarningDisplayOn().

void itk::Object::SetMetaDataDictionary ( const MetaDataDictionary & rhs ) [inherited]

Returns:: Set the MetaDataDictionary

virtual void itk::Object::SetReferenceCount ( int ) [virtual, inherited]

Sets the reference count (use with care)

Reimplemented from itk::LightObject.

void itk::Statistics::MersenneTwisterRandomVariateGenerator::SetSeed	(	IntegerType *	bigSeed,
		const IntegerType	seedLength = `StateVectorLength`
	)			`[inline]`

Definition at line 329 of file itkMersenneTwisterRandomVariateGenerator.h.

References Initialize(), reload(), state, StateVectorLength, and SVL.

void itk::Statistics::MersenneTwisterRandomVariateGenerator::SetSeed ( const IntegerType oneSeed ) [inline]

Definition at line 386 of file itkMersenneTwisterRandomVariateGenerator.h.

References Initialize(), and reload().

void itk::Statistics::MersenneTwisterRandomVariateGenerator::SetSeed ( ) [inline]

Definition at line 395 of file itkMersenneTwisterRandomVariateGenerator.h.

References hash().

Referenced by Initialize(), and MersenneTwisterRandomVariateGenerator().

IntegerType itk::Statistics::MersenneTwisterRandomVariateGenerator::twist	(	const IntegerType &	m,
		const IntegerType &	s0,
		const IntegerType &	s1
	)			const `[inline, protected]`