ITK  4.13.0
Insight Segmentation and Registration Toolkit
itkWeightedCovarianceSampleFilter.h
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18 #ifndef itkWeightedCovarianceSampleFilter_h
19 #define itkWeightedCovarianceSampleFilter_h
20 
21 #include "itkFunctionBase.h"
23 #include "itkDataObjectDecorator.h"
24 
25 namespace itk
26 {
27 namespace Statistics
28 {
42 template< typename TSample >
43 class ITK_TEMPLATE_EXPORT WeightedCovarianceSampleFilter:
44  public CovarianceSampleFilter< TSample >
45 {
46 public:
52 
55  itkNewMacro(Self);
57 
59  typedef typename Superclass::SampleType SampleType;
60  typedef typename Superclass::MeasurementVectorType MeasurementVectorType;
61  typedef typename Superclass::MeasurementVectorSizeType MeasurementVectorSizeType;
62  typedef typename Superclass::MeasurementType MeasurementType;
63 
65  typedef typename Superclass::MeasurementVectorRealType MeasurementVectorRealType;
66  typedef typename Superclass::MeasurementRealType MeasurementRealType;
67 
68 
70  typedef double WeightValueType;
71 
72 
75 
78 
80  itkSetGetDecoratedInputMacro(Weights, WeightArrayType);
81 
82 
85 
88 
90  itkSetGetDecoratedObjectInputMacro(WeightingFunction, WeightingFunctionType);
91 
92 
94  typedef typename Superclass::MatrixType MatrixType;
95  typedef typename Superclass::MatrixDecoratedType MatrixDecoratedType;
96 
98  typedef typename Superclass::MeasurementVectorDecoratedType MeasurementVectorDecoratedType;
99  typedef typename Superclass::OutputType OutputType;
100 
101 protected:
103  virtual ~WeightedCovarianceSampleFilter() ITK_OVERRIDE;
104  void PrintSelf(std::ostream & os, Indent indent) const ITK_OVERRIDE;
105 
106  void GenerateData() ITK_OVERRIDE;
107 
109  void ComputeCovarianceMatrixWithWeightingFunction();
110 
112  void ComputeCovarianceMatrixWithWeights();
113 
114 private:
115  ITK_DISALLOW_COPY_AND_ASSIGN(WeightedCovarianceSampleFilter);
116 
117 }; // end of class
118 } // end of namespace Statistics
119 } // end of namespace itk
120 
121 #ifndef ITK_MANUAL_INSTANTIATION
122 #include "itkWeightedCovarianceSampleFilter.hxx"
123 #endif
124 
125 #endif
Light weight base class for most itk classes.
Superclass::MeasurementVectorSizeType MeasurementVectorSizeType
DataObjectDecorator< WeightingFunctionType > InputWeightingFunctionObjectType
SimpleDataObjectDecorator< WeightArrayType > InputWeightArrayObjectType
Decorates any &quot;simple&quot; data type (data types without smart pointers) with a DataObject API...
Base class for all ITK function objects.
Decorates any subclass of itkObject with a DataObject API.
FunctionBase< MeasurementVectorType, WeightValueType > WeightingFunctionType
Superclass::MeasurementVectorRealType MeasurementVectorRealType
Superclass::MeasurementVectorDecoratedType MeasurementVectorDecoratedType
Control indentation during Print() invocation.
Definition: itkIndent.h:49
Calculates the covariance matrix of the target sample data. where each measurement vector has an asso...
Calculates the covariance matrix of the target sample data.