ITK  4.6.0
Insight Segmentation and Registration Toolkit
itkExpectationMaximizationMixtureModelEstimator.h
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18 #ifndef __itkExpectationMaximizationMixtureModelEstimator_h
19 #define __itkExpectationMaximizationMixtureModelEstimator_h
20 
24 
25 namespace itk
26 {
27 namespace Statistics
28 {
60 template< typename TSample >
62 {
63 public:
66  typedef Object Superclass;
69 
72  Object);
73  itkNewMacro(Self);
75 
77  typedef TSample SampleType;
78  typedef typename TSample::MeasurementType MeasurementType;
79  typedef typename TSample::MeasurementVectorType MeasurementVectorType;
80 
85 
88 
91  typedef std::vector< MembershipFunctionPointer > MembershipFunctionVectorType;
94  typedef typename
96 
99 
101  typedef std::vector< ComponentType * > ComponentVectorType;
102 
106 
109 
111  void SetSample(const TSample *sample);
112 
114  const TSample * GetSample() const;
115 
119 
121 
123  const ProportionVectorType & GetProportions() const;
124 
128  typedef typename
130 
133 
138  void SetMaximumIteration(int numberOfIterations);
139 
140  int GetMaximumIteration() const;
141 
144  {
145  return m_CurrentIteration;
146  }
147 
149  int AddComponent(ComponentType *component);
150 
152  unsigned int GetNumberOfComponents() const;
153 
155  void Update();
156 
159 
162 
166 
170 
171 protected:
174  virtual void PrintSelf(std::ostream & os, Indent indent) const ITK_OVERRIDE;
175 
176  bool CalculateDensities();
177 
178  double CalculateExpectation() const;
179 
181 
182  bool UpdateProportions();
183 
185  void GenerateData();
186 
187 private:
189  const TSample *m_Sample;
190 
193 
198 
201 }; // end of class
202 } // end of namespace Statistics
203 } // end of namespace itk
204 
205 #ifndef ITK_MANUAL_INSTANTIATION
206 #include "itkExpectationMaximizationMixtureModelEstimator.hxx"
207 #endif
208 
209 #endif
const ProportionVectorType & GetInitialProportions() const
SimpleDataObjectDecorator< MembershipFunctionVectorType > MembershipFunctionVectorObjectType
ComponentMembershipFunctionType * GetComponentMembershipFunction(int componentIndex) const
Light weight base class for most itk classes.
virtual void PrintSelf(std::ostream &os, Indent indent) const ITK_OVERRIDE
const MembershipFunctionVectorObjectType * GetOutput() const
Decorates any &quot;simple&quot; data type (data types without smart pointers) with a DataObject API...
GaussianMembershipFunction models class membership through a multivariate Gaussian function...
MembershipFunctionBase defines common interfaces for membership functions.
const MembershipFunctionsWeightsArrayObjectType * GetMembershipFunctionsWeightsArray() const
Control indentation during Print() invocation.
Definition: itkIndent.h:49
void SetInitialProportions(ProportionVectorType &propotion)
base class for distribution modules that supports analytical way to update the distribution parameter...
This class generates the parameter estimates for a mixture model using expectation maximization strat...
Base class for most ITK classes.
Definition: itkObject.h:57
const ProportionVectorType & GetProportions() const