Aim: Represents a typical histogram in statistics, which is a discrete estimate of the probability distribution of a continuous variable. More...

#include <DGtal/math/Histogram.h>

Public Types
enum	Formula { SquareRoot , Sturges , Rice , Scott }

typedef TQuantity	Quantity

typedef TBinner	Binner

typedef Histogram< Quantity, Binner >	Self

typedef Binner::Bin	Bin

typedef DGtal::uint64_t	Size

typedef std::vector< Size >	Container

typedef Container::const_iterator	ConstIterator

Public Member Functions
	BOOST_CONCEPT_ASSERT ((concepts::CEuclideanRing< TQuantity >))

	BOOST_CONCEPT_ASSERT ((concepts::CBinner< TBinner >))

	BOOST_STATIC_ASSERT ((boost::is_same< TQuantity, typename TBinner::Quantity >::value))

	~Histogram ()

	Histogram ()

void	clear ()

void	init (Clone< Binner > binner)

void	init (Formula formula, const Statistic< Quantity > &stat)

void	init (Bin nbBins, const Statistic< Quantity > &stat)

void	addValue (Quantity q)

template<typename TInputIterator >
void	addValues (TInputIterator it, TInputIterator itE)

void	terminate ()

Bin	bin (Quantity q) const

Bin	size () const

Size	area () const

Size	nb (Bin b) const

Size	accumulation (Bin b) const

double	pdf (Bin b) const

double	cdf (Bin b) const

void	selfDisplay (std::ostream &out) const

bool	isValid () const

Protected Attributes
const Binner *	myBinner
	The binner that places quantities into a bin. More...

Container	myHistogram
	The histogram data. More...

Container	myCumulativeHistogram
	The cumulative histogram data. More...

Private Member Functions
	Histogram (const Histogram &other)

Histogram &	operator= (const Histogram &other)

void	prepare (Bin size)

Detailed Description

template<typename TQuantity, typename TBinner = RegularBinner< TQuantity >>
class DGtal::Histogram< TQuantity, TBinner >

Aim: Represents a typical histogram in statistics, which is a discrete estimate of the probability distribution of a continuous variable.

Description of template class 'Histogram'

std::vector<double> v; 
...
Statistic<double> stats;
stats.addValues( v.begin(), v.end() );
stats.terminate(); // stats are computed.
 
Histogram<double> hist;
hist.init( Histogram<double>::Scott, stats );
hist.addValues( v.begin(), v.end() );
hist.terminate();
// Displays the estimated probability density function
for ( unsigned int i = 0; i < hist.size(); ++i )
  std::cout << i << " " << hist.pdf( i ) << std::endl;

Template Parameters

TQuantity	any model of CEuclideanRing listed in NumberTraits and that can be castToDouble.
TBinner	any model of CBinner that puts a quantity into a bin. Default is RegularBinner<TQuantity>.

Definition at line 145 of file Histogram.h.

Member Typedef Documentation

◆ Bin

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef Binner::Bin DGtal::Histogram< TQuantity, TBinner >::Bin

Definition at line 157 of file Histogram.h.

◆ Binner

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef TBinner DGtal::Histogram< TQuantity, TBinner >::Binner

Definition at line 155 of file Histogram.h.

◆ ConstIterator

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef Container::const_iterator DGtal::Histogram< TQuantity, TBinner >::ConstIterator

Definition at line 160 of file Histogram.h.

◆ Container

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef std::vector<Size> DGtal::Histogram< TQuantity, TBinner >::Container

Definition at line 159 of file Histogram.h.

◆ Quantity

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef TQuantity DGtal::Histogram< TQuantity, TBinner >::Quantity

Definition at line 154 of file Histogram.h.

◆ Self

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef Histogram< Quantity, Binner > DGtal::Histogram< TQuantity, TBinner >::Self

Definition at line 156 of file Histogram.h.

◆ Size

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

typedef DGtal::uint64_t DGtal::Histogram< TQuantity, TBinner >::Size

Definition at line 158 of file Histogram.h.

Member Enumeration Documentation

◆ Formula

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

enum DGtal::Histogram::Formula

Determines the number of bins k or the width h as a function of n (number of samples), s (variance of samples).

Enumerator
SquareRoot	Rule is k=sqrt(n)
Sturges	Rule is k=ceil(log_2(n)+1)
Rice	Rule is k=ceil(n^(1/3))
Scott	Rule is h=3.5s/(n^(1/3))

Definition at line 166 of file Histogram.h.

                 { SquareRoot ,
                   Sturges , 
                   Rice ,
                   Scott  };

Constructor & Destructor Documentation

◆ ~Histogram()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::~Histogram ( )

Destructor.

◆ Histogram() [1/2]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::Histogram ( )

Constructor. The object is not valid.

◆ Histogram() [2/2]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::Histogram ( const Histogram< TQuantity, TBinner > & other )

private

Copy constructor.

Parameters

other the object to clone. Forbidden by default.

Member Function Documentation

◆ accumulation()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Size DGtal::Histogram< TQuantity, TBinner >::accumulation ( Bin b ) const

Parameters

b	any bin in 0 .. size()-1

Returns: the total number of quantities in bins 0 to b (included).

Precondition: terminate() must be called before.

◆ addValue()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::addValue ( Quantity q )

Add the quantity q to the histogram.

Parameters

q	any quantity.

◆ addValues()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

template<typename TInputIterator >

void DGtal::Histogram< TQuantity, TBinner >::addValues	(	TInputIterator	it,
		TInputIterator	itE
	)

Add the quantities stored in range [it,itE) to the histogram.

Template Parameters

TInputIterator any model of boost::InputIterator on Quantity.

Parameters

it	an iterator on the first element of the range [it,itE)
itE	an iterator after the last element of the range [it,itE)

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

◆ area()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Size DGtal::Histogram< TQuantity, TBinner >::area ( ) const

Returns: the total number of samples in the histogram, i.e. the number of added quantities.

Precondition: terminate() must be called before.

◆ bin()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Bin DGtal::Histogram< TQuantity, TBinner >::bin ( Quantity q ) const

Parameters

q	any quantity

Returns: the bin in which quantity q would fall if added to this object.

◆ BOOST_CONCEPT_ASSERT() [1/2]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::BOOST_CONCEPT_ASSERT ( (concepts::CBinner< TBinner >) )

◆ BOOST_CONCEPT_ASSERT() [2/2]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::BOOST_CONCEPT_ASSERT ( (concepts::CEuclideanRing< TQuantity >) )

◆ BOOST_STATIC_ASSERT()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

DGtal::Histogram< TQuantity, TBinner >::BOOST_STATIC_ASSERT ( (boost::is_same< TQuantity, typename TBinner::Quantity >::value) )

◆ cdf()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

double DGtal::Histogram< TQuantity, TBinner >::cdf ( Bin b ) const

Returns: the cumulative distribution function at bin b.

Precondition: terminate() must be called before.

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

◆ clear()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::clear ( )

The object is fully cleared. The object must be initialized in order to be valid.

◆ init() [1/3]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::init	(	Bin	nbBins,
		const Statistic< Quantity > &	stat
	)

Initialization from a number of bins and a statistic (min, max, samples, variance can typically be used).

◆ init() [2/3]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::init ( Clone< Binner > binner )

Initialization from Binner. The binner is cloned into this object.

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

◆ init() [3/3]

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::init	(	Formula	formula,
		const Statistic< Quantity > &	stat
	)

Initialization from a statistic (min, max, samples, variance can typically be used) and a given formula.

◆ isValid()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

bool DGtal::Histogram< TQuantity, TBinner >::isValid ( ) const

Checks the validity/consistency of the object.

Returns: 'true' if the object is valid, 'false' otherwise.

◆ nb()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Size DGtal::Histogram< TQuantity, TBinner >::nb ( Bin b ) const

Parameters

b	any bin in 0 .. size()-1

Returns: the number of quantities in bin b.

◆ operator=()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Histogram & DGtal::Histogram< TQuantity, TBinner >::operator= ( const Histogram< TQuantity, TBinner > & other )

private

Assignment.

Parameters

other the object to copy.

Returns: a reference on 'this'. Forbidden by default.

◆ pdf()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

double DGtal::Histogram< TQuantity, TBinner >::pdf ( Bin b ) const

Returns: the probability density function in the whole bin b (constant).

Precondition: terminate() must be called before.

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

◆ prepare()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::prepare ( Bin size )

private

Prepares container for further data.

◆ selfDisplay()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::selfDisplay ( std::ostream & out ) const

Writes/Displays the object on an output stream.

Parameters

out	the output stream where the object is written.

◆ size()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Bin DGtal::Histogram< TQuantity, TBinner >::size ( ) const

Returns: the number of bins.

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

◆ terminate()

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

void DGtal::Histogram< TQuantity, TBinner >::terminate ( )

Should be called when all values have been added.

Referenced by testHistogramGaussian(), testHistogramGaussian2(), and testHistogramUniform().

Field Documentation

◆ myBinner

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

const Binner* DGtal::Histogram< TQuantity, TBinner >::myBinner

protected

The binner that places quantities into a bin.

Definition at line 285 of file Histogram.h.

◆ myCumulativeHistogram

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Container DGtal::Histogram< TQuantity, TBinner >::myCumulativeHistogram

protected

The cumulative histogram data.

Definition at line 289 of file Histogram.h.

◆ myHistogram

template<typename TQuantity , typename TBinner = RegularBinner< TQuantity >>

Container DGtal::Histogram< TQuantity, TBinner >::myHistogram

protected

The histogram data.

Definition at line 287 of file Histogram.h.

The documentation for this class was generated from the following file:

Histogram.h

Public Types

Public Member Functions

Protected Attributes

Private Member Functions

Detailed Description

Member Typedef Documentation

◆ Bin

◆ Binner

◆ ConstIterator

◆ Container

◆ Quantity

◆ Self

◆ Size

Member Enumeration Documentation

◆ Formula

Constructor & Destructor Documentation

◆ ~Histogram()

◆ Histogram() [1/2]

◆ Histogram() [2/2]

Member Function Documentation

◆ accumulation()

◆ addValue()

◆ addValues()

◆ area()

◆ bin()

◆ BOOST_CONCEPT_ASSERT() [1/2]

◆ BOOST_CONCEPT_ASSERT() [2/2]

◆ BOOST_STATIC_ASSERT()

◆ cdf()

◆ clear()

◆ init() [1/3]

◆ init() [2/3]

◆ init() [3/3]

◆ isValid()

◆ nb()

◆ operator=()

◆ pdf()

◆ prepare()

◆ selfDisplay()

◆ size()

◆ terminate()

Field Documentation

◆ myBinner

◆ myCumulativeHistogram

◆ myHistogram