itk::KernelFunction Class Reference
[Functions]

Kernel used for density estimation and nonparameteric regression. More...

#include <itkKernelFunction.h>

Inheritance diagram for itk::KernelFunction:

[legend]Collaboration diagram for itk::KernelFunction:

[legend]List of all members.

Public Types
typedef KernelFunction	Self
typedef FunctionBase< double, double >	Superclass
typedef SmartPointer< Self >	Pointer
typedef SmartPointer< const Self >	ConstPointer
Public Member Functions
virtual const char *	GetClassName () const
virtual double	Evaluate (const double &u) const =0
Protected Member Functions
	KernelFunction ()
	~KernelFunction ()
void	PrintSelf (std::ostream &os, Indent indent) const

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Detailed Description

Kernel used for density estimation and nonparameteric regression.

This class encapsulates the smoothing kernel used for statistical density estimation and nonparameteric regression. The basic idea of the kernel approach is to weight observations by a smooth function (the kernel) to created a smoothed approximation.

Reference: Silverman, B. W. (1986) Density Estimation. London: Chapman and Hall.

Definition at line 39 of file itkKernelFunction.h.

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Member Typedef Documentation

typedef SmartPointer<const Self> itk::KernelFunction::ConstPointer

Reimplemented from itk::FunctionBase< double, double >. Definition at line 46 of file itkKernelFunction.h.

typedef SmartPointer<Self> itk::KernelFunction::Pointer

Reimplemented from itk::FunctionBase< double, double >. Reimplemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction. Definition at line 45 of file itkKernelFunction.h.

typedef KernelFunction itk::KernelFunction::Self

Standard class typedefs. Reimplemented from itk::FunctionBase< double, double >. Reimplemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction. Definition at line 43 of file itkKernelFunction.h.

typedef FunctionBase<double,double> itk::KernelFunction::Superclass

Reimplemented from itk::FunctionBase< double, double >. Reimplemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction. Definition at line 44 of file itkKernelFunction.h.

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Constructor & Destructor Documentation

itk::KernelFunction::KernelFunction (   )  [inline, protected]

Definition at line 55 of file itkKernelFunction.h.

itk::KernelFunction::~KernelFunction (   )  [inline, protected]

Definition at line 56 of file itkKernelFunction.h.

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Member Function Documentation

virtual double itk::KernelFunction::Evaluate (  const double &  u  )  const [pure virtual]

Evaluate the function. Subclasses must implement this. Implemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction.

virtual const char* itk::KernelFunction::GetClassName (   )  const [virtual]

Run-time type information (and related methods). Reimplemented from itk::FunctionBase< double, double >. Reimplemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction.

void itk::KernelFunction::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. Reimplemented in itk::BSplineDerivativeKernelFunction< VSplineOrder >, itk::BSplineKernelFunction< VSplineOrder >, and itk::GaussianKernelFunction. Definition at line 57 of file itkKernelFunction.h. References HardConnectedComponentImageFilter::PrintSelf().

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

• itkKernelFunction.h

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