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PrincipalComponentAnalysis Methods

The PrincipalComponentAnalysis type exposes the following members.

Methods
  NameDescription
Protected methodAdjust(Double, Boolean) Obsolete.
Adjusts a data matrix, centering and standardizing its values using the already computed column's means and standard deviations.
Protected methodAdjust(Double, Boolean) Obsolete.
Adjusts a data matrix, centering and standardizing its values using the already computed column's means and standard deviations.
Public methodCompute Obsolete.
Computes the Principal Component Analysis algorithm.
Protected methodCreateComponents
Creates additional information about principal components.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodEquals
Determines whether the specified object is equal to the current object.
(Inherited from Object.)
Protected methodFinalize
Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection.
(Inherited from Object.)
Public methodStatic memberFromCorrelationMatrix
Constructs a new Principal Component Analysis from a Correlation matrix.
Public methodStatic memberFromCovarianceMatrix
Constructs a new Principal Component Analysis from a Covariance matrix.
Public methodStatic memberFromGramMatrix
Constructs a new Principal Component Analysis from a Kernel (Gram) matrix.
Public methodGetHashCode
Serves as the default hash function.
(Inherited from Object.)
Public methodGetNumberOfComponents
Returns the minimal number of principal components required to represent a given percentile of the data.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodGetType
Gets the Type of the current instance.
(Inherited from Object.)
Public methodLearn
Learns a model that can map the given inputs to the desired outputs.
Protected methodMemberwiseClone
Creates a shallow copy of the current Object.
(Inherited from Object.)
Public methodStatic memberReduce
Reduces the dimensionality of a given matrix x to the given number of dimensions.
Public methodRevert(Double) Obsolete.
Reverts a set of projected data into it's original form. Complete reverse transformation is only possible if all components are present, and, if the data has been standardized, the original standard deviation and means of the original matrix are known.
Public methodRevert(Double)
Reverts a set of projected data into it's original form. Complete reverse transformation is only possible if all components are present, and, if the data has been standardized, the original standard deviation and means of the original matrix are known.
Public methodToString
Returns a string that represents the current object.
(Inherited from Object.)
Public methodTransform(TInput)
Applies the transformation to a set of input vectors, producing an associated set of output vectors.
(Inherited from MultipleTransformBaseTInput, TOutput.)
Public methodTransform(Double) Obsolete.
Obsolete.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodTransform(Double)
Applies the transformation to an input, producing an associated output.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodTransform(Double, Double)
Projects a given matrix into principal component space.
(Overrides MultipleTransformBaseTInput, TOutputTransform(TInput, TOutput).)
Public methodTransform(Double, Int32) Obsolete.
Projects a given matrix into principal component space.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodTransform(Double, Double)
Applies the transformation to an input, producing an associated output.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodTransform(Double, Int32) Obsolete.
Projects a given matrix into principal component space.
(Inherited from BasePrincipalComponentAnalysis.)
Public methodTransform(Double, Int32) Obsolete.
Projects a given matrix into principal component space.
(Inherited from BasePrincipalComponentAnalysis.)
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Extension Methods
  NameDescription
Public Extension MethodHasMethod
Checks whether an object implements a method with the given name.
(Defined by ExtensionMethods.)
Public Extension MethodIsEqual
Compares two objects for equality, performing an elementwise comparison if the elements are vectors or matrices.
(Defined by Matrix.)
Public Extension MethodTo(Type)Overloaded.
Converts an object into another type, irrespective of whether the conversion can be done at compile time or not. This can be used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.)
Public Extension MethodToTOverloaded.
Converts an object into another type, irrespective of whether the conversion can be done at compile time or not. This can be used to convert generic types to numeric types during runtime.
(Defined by ExtensionMethods.)
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See Also