Proposals:Refactoring Statistics Framework 2007 Class Manifesto
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Statistics Class Manifesto
Summary Table
They are categorized in the following table
| Conceptual Class | Number |
|---|---|
| Measurement Containers | 8 |
| Frequency Containers | 2 |
| Process Objects | 2 |
| Traits | 1 |
| Mean shift | 3 |
| Adaptors | 5 |
| Univariate Distributions | 4 |
| Algorithms | 3 |
| Calculators | 6 |
| Generators | 12 |
| Filters | 10 |
| Multivariate Density Functions | 8 |
| Distance Metrics | 2 |
| Components | 4 |
| Estimators | 2 |
| Total | 72 |
List of Classes per Category
Measurement Containers
- KdTree
- Histogram Refactored (same name)
- VariableDimensionHistogram ToBeRefactored (same name)
- ListSampleBase Deprecated!
- ListSample Refactored (same name)
- Sample Refactored (same name) (now derives from DataObject)
- Subsample Refactored (same name)(identifiers do not refer to sample anymore)
- MembershipSample Refactored In Progress (same name. does not derive from sample anymore)
Frequency Containers
- DenseFrequencyContainer Refactored (DenseFrequencyContainer2)
- SparseFrequencyContainer Refactored (SparseFrequencyContainer2)
Note: The names of the frequency containers were suffixed by 2 to make them different from the frequency containers in ITK CVS to avoid linking problem with the ITKStatistics library Migration Instructions
Process Objects
- SampleClassifier Refactored (as SampleClassifierFilter )
- SampleClassifierWithMaskWill be Refactored (as SampleClassifierWithMaskFilter )
Traits
- MeasurementVectorTraits Refactored (same name)
MeanShift
- HypersphereKernelMeanShiftModeSeeker
- MeanShiftModeCacheMethod
- MeanShiftModeSeekerBase
Adaptors
- ImageToCooccurrenceListAdaptor Refactored ( now ScalarImageToCoocurrenceListSampleFilter )
- ImageToListAdaptor Refactored ( now ImageToListSampleAdaptor )
- JointDomainImageToListAdaptor Refactored ( now JointDomainImageToListSampleAdaptor )
- PointSetToListAdaptor Refactored ( now PointSetToListSampleAdaptor )
- ScalarImageToListAdaptor Deprecated!
Univariate Distributions
- ChiSquareDistribution
- GaussianDistribution
- ProbabilityDistribution
- TDistribution
Algorithms
- SampleAlgorithmBase
- StatisticsAlgorithm
- NeighborhoodSampler
Calculators
- CovarianceCalculator Refactored (now CovarianceFilter : ProcessObject)
- GreyLevelCooccurrenceMatrixTextureCoefficientsCalculator Refactored (now HistogramToTextureFeaturesFilter : ProcessObject)
- MeanCalculator Refactored (now MeanFilter : ProcessObject)
- ScalarImageTextureCalculator Refactored (now ScalarImageToTextureFeaturesFilter : ProcessObject)
- WeightedCovarianceCalculator Refactored (now WeightedCovarianceFilter : ProcessObject)
- WeightedMeanCalculator Refactored (now WeightedMeanFilter : ProcessObject)
Generators
- ImageToHistogramGenerator Refactored (now ImageToHistogramFilter)
- ImageToListGenerator Refactored (now ImageToListSampleFilter)
- KdTreeGenerator
- ListSampleToHistogramGenerator Refactored (now SampleToHistogramFilter)
- MaskedScalarImageToGreyLevelCooccurrenceMatrixGenerator Deprecated! (now managed by the ScalarImageToCooccurrenceMatrixFilter )
- MembershipSampleGenerator Deprecated! (it should have been a type of Classifier filter .. to be implemented, Low priority)
- NormalVariateGenerator Will stay as the only Generators
- RandomVariateGeneratorBase Will stay as the only Generators
- ScalarImageToGreyLevelCooccurrenceMatrixGenerator Refactored (now ScalarImageToCooccurrenceMatrixFilter )
- ScalarImageToHistogramGenerator Refactored (now ImageToHistogramFilter)
- SelectiveSubsampleGenerator Refactored (to be implemented as a type of SubsampleFilter)
- WeightedCentroidKdTreeGenerator
Filters
- HistogramToEntropyImageFilter
- HistogramToImageFilter
- HistogramToIntensityImageFilter
- HistogramToLogProbabilityImageFilter
- HistogramToProbabilityImageFilter
- ListSampleToHistogramFilter Refactored (now SampleToHistogramFilter)
- SampleMeanShiftBlurringFilter
- SampleMeanShiftClusteringFilter
- SampleSelectiveMeanShiftBlurringFilter
- SampleToHistogramProjectionFilter
Multivariate Density Functions
- DensityFunction
- DistanceToCentroidMembershipFunction
- GaussianDensityFunction
- GoodnessOfFitFunctionBase Deprecated! (has never been used in the toolkit)
- GoodnessOfFitMixtureModelCostFunction Deprecated! (has never been used in the toolkit)
- LogLikelihoodGoodnessOfFitFunction Deprecated! (has never been used in the toolkit)
- MahalanobisDistanceMembershipFunction
- MembershipFunctionBase
Distance Metrics
- DistanceMetric (Refactored)
- EuclideanDistance Refactored (now EuclideanDistanceMetric)
Decision rules
- DecisionRuleBase Refactored (now DecisionRule)
- MinimumDecisionRule
- MaximumDecisionRule
- MaximumRatioDecisionRule
Components
- GaussianGoodnessOfFitComponent
- GaussianMixtureModelComponent
- GoodnessOfFitComponentBase
- MixtureModelComponentBase
Estimators
- ExpectationMaximizationMixtureModelEstimator
- KdTreeBasedKmeansEstimator
- ExpectationMaximizationMixtureModelEstimator
- GaussianMixtureModelComponent
- GoodnessOfFitMixtureModelCostFunction
- MixtureModelComponentBase
Class Diagrams
Measurement Containers
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Frequency Containers
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Process Objects
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Traits
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MeanShift
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Adaptors
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Univariate Distributions
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Algorithms
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Calculators
API
- SetInputSample()
- GetInputSample()
- GetMeasurementVectorSize()
- SetMeasurementVectorSize()
- Update()
- GenerateData()
- GetOutput()
Class Diagram
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Generators
API
- SetInput() / SetSample()
- GetImput()
- SetClassMask()
- GetClassMask()
- GenerateData()
- GetOutput()
Class Diagram
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Filters
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Multivariate Density Functions
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Distance Metrics
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Components
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Estimators
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