pic::KMeans< T > Class Template Reference

#include <k_means.hpp>

Inheritance diagram for pic::KMeans< T >:

Public Member Functions
	KMeans (uint k, uint maxIter)
void	setup (uint k, uint maxIter=100)
T *	Process (T *samples, int nSamples, int nDim, T *centers, std::vector< std::set< uint > *> &labels)

Static Public Member Functions
static T *	execute (T *samples, int nSamples, int nDim, T *centers, int k, std::vector< std::set< uint > *> &labels, uint maxIter=100)
static T *	select (T *samples, int nSamples, int nDim, std::vector< std::set< uint > *> &labels, uint &k, float threshold=1e-2f, uint maxIter=100)

Protected Member Functions
T *	getMean (T *samples, T *out, int nDim, std::set< uint > *cluster)
uint	assignLabel (T *sample_j, int nDim, T *centers)
virtual T *	initCenters (T *samples, int nSamples, int nDim, T *centers)

Protected Attributes
uint	k
uint	maxIter

Constructor & Destructor Documentation

KMeans()

template<class T>

pic::KMeans< T >::KMeans ( uint  k, uint  maxIter  )

inline

Member Function Documentation

assignLabel()

template<class T>

uint pic::KMeans< T >::assignLabel ( T *  sample_j, int  nDim, T *  centers  )

inlineprotected

execute()

template<class T>

static T* pic::KMeans< T >::execute ( T *  samples, int  nSamples, int  nDim, T *  centers, int  k, std::vector< std::set< uint > *> &  labels, uint  maxIter = 100  )

inlinestatic

getMean()

template<class T>

T* pic::KMeans< T >::getMean ( T *  samples, T *  out, int  nDim, std::set< uint > *  cluster  )

inlineprotected

initCenters()

template<class T>

virtual T* pic::KMeans< T >::initCenters ( T *  samples, int  nSamples, int  nDim, T *  centers  )

inlineprotectedvirtual

Reimplemented in pic::KMeansRand< T >.

Process()

template<class T>

T* pic::KMeans< T >::Process ( T *  samples, int  nSamples, int  nDim, T *  centers, std::vector< std::set< uint > *> &  labels  )

inline

select()

template<class T>

static T* pic::KMeans< T >::select ( T *  samples, int  nSamples, int  nDim, std::vector< std::set< uint > *> &  labels, uint &  k, float  threshold = 1e-2f, uint  maxIter = 100  )

inlinestatic

setup()

template<class T>

void pic::KMeans< T >::setup ( uint  k, uint  maxIter = 100  )

inline

Member Data Documentation

k

template<class T>

uint pic::KMeans< T >::k

protected

maxIter

template<class T>

uint pic::KMeans< T >::maxIter

protected

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

• C:/Users/Francesco/Documents/GitHub/piccante/include/util/k_means.hpp