PCRRegression Class |
Implements principal component regression (PCR) analysis and prediction.
Inheritance HierarchySystemObject
Altaxo.Calc.Regression.MultivariateMultivariateRegression
Altaxo.Calc.Regression.MultivariatePCRRegression
Altaxo.Calc.Regression.MultivariateMultivariateRegression
Altaxo.Calc.Regression.MultivariatePCRRegression
Namespace: Altaxo.Calc.Regression.Multivariate
Assembly: AltaxoCore (in AltaxoCore.dll) Version: 4.8.3448.0 (4.8.3448.0)
SyntaxC#
public class PCRRegression : MultivariateRegression
The PCRRegression type exposes the following members.
Constructors| Name | Description | |
|---|---|---|
 | PCRRegression | Initializes a new instance of the PCRRegression class |
Properties| Name | Description | |
|---|---|---|
 | CalibrationModel |
Gets the calibration model of the analysis.
(Inherited from MultivariateRegression) |
 | InternalCalibrationModel |
Gets the calibration model of the analysis.
(Overrides MultivariateRegressionInternalCalibrationModel) |
| NumberOfFactors |
Gets the number of factors calculated during the analysis.
(Inherited from MultivariateRegression) |
| NumberOfSpectralResiduals |
Gets the number of spectral residuals. This is normally 1, but for the PLS1 analysis, it is NumberOfY.
(Inherited from MultivariateRegression) |
Methods| Name | Description | |
|---|---|---|
| AnalyzeFromPreprocessed |
Creates an analysis from preprocessed spectra and preprocessed concentrations.
(Inherited from MultivariateRegression) |
 | AnalyzeFromPreprocessedWithoutReset |
Creates an analysis from preprocessed spectra and preprocessed concentrations.
(Overrides MultivariateRegressionAnalyzeFromPreprocessedWithoutReset(IROMatrixDouble, IROMatrixDouble, Int32)) |
 | CalculatePRESS(IROMatrixDouble, IROMatrixDouble, Int32, IReadOnlyListDouble) | Calculates PRESS values for the y loadings using the provided score matrix. |
| CalculatePRESS(IROMatrixDouble, IROMatrixDouble, IROMatrixDouble, IROMatrixDouble, IReadOnlyListDouble, Int32, IReadOnlyListDouble) | Calculates PRESS values by repeatedly predicting y from x for 0..(numberOfFactors - 1) factors. |
| CalculateXLeverageFromPreprocessed | Calculates the x leverage values (hat matrix diagonal) from preprocessed spectra, using the provided score matrix. |
| CreateFromPreprocessed | Creates a PCR regression from preprocessed spectra and preprocessed target variables. |
| Equals | Determines whether the specified object is equal to the current object. (Inherited from Object) |
| ExecuteAnalysis | Executes the PCR analysis from preprocessed input matrices. |
| Finalize | Allows an object to try to free resources and perform other cleanup operations before it is reclaimed by garbage collection. (Inherited from Object) |
| GetHashCode | Serves as the default hash function. (Inherited from Object) |
| GetPredictionScoreMatrix | Calculates the prediction-score matrix used to map spectra to predicted target variables. |
| GetPredictionScores |
Calculates the prediction scores.
(Inherited from MultivariateRegression) |
| GetPRESSFromPreprocessed |
Returns the predicted error sum of squares (PRESS) for this analysis. The length of the vector returned
is the number of factors in the analysis plus one.
(Overrides MultivariateRegressionGetPRESSFromPreprocessed(IROMatrixDouble)) |
| GetSpectralResiduals | Calculates spectral residuals for each spectrum as the sum of squared differences between the original spectrum and the reconstruction from the specified number of factors. |
| GetType | Gets the Type of the current instance. (Inherited from Object) |
| GetXLeverageFromPreprocessed |
Calculates the spectral leverage from preprocessed spectra.
(Inherited from MultivariateRegression) |
| GetXLeverageFromRaw |
Calculates the spectral leverage from raw spectra.
(Inherited from MultivariateRegression) |
| InternalGetPredictionScores |
Calculates the prediction scores (for use with the preprocessed spectra).
(Overrides MultivariateRegressionInternalGetPredictionScores(Int32, IMatrixDouble)) |
| InternalGetXLeverageFromPreprocessed |
Calculates the spectral leverage values from the preprocessed spectra.
(Overrides MultivariateRegressionInternalGetXLeverageFromPreprocessed(IROMatrixDouble, Int32, IMatrixDouble)) |
| MemberwiseClone | Creates a shallow copy of the current Object. (Inherited from Object) |
| Predict | Predicts target variables and/or computes spectral residuals for preprocessed spectra. |
| PredictedYAndSpectralResidualsFromPreprocessed |
Calculates the predicted target variables and the spectral residuals from preprocessed spectra.
(Overrides MultivariateRegressionPredictedYAndSpectralResidualsFromPreprocessed(IROMatrixDouble, Int32, IMatrixDouble, IMatrixDouble)) |
| PredictYFromPreprocessed |
Predicts target variables from preprocessed spectra.
(Inherited from MultivariateRegression) |
| PredictYFromRaw |
Predicts y values from raw (unpreprocessed) spectra.
(Inherited from MultivariateRegression) |
| Reset |
Resets the regression, so that it appears newly created.
(Overrides MultivariateRegressionReset) |
| SetCalibrationModel |
Sets the calibration model data of the analysis to the provided data. This can be used to restore previously stored
calibration data for use in the prediction functions.
(Overrides MultivariateRegressionSetCalibrationModel(IMultivariateCalibrationModel)) |
| SpectralResidualsFromPreprocessed(IROMatrixDouble, Int32) |
Calculates the spectral residuals from preprocessed spectra.
(Inherited from MultivariateRegression) |
| SpectralResidualsFromPreprocessed(IROMatrixDouble, Int32, IMatrixDouble) |
Calculates the spectral residuals from preprocessed spectra.
(Inherited from MultivariateRegression) |
| ToString | Returns a string that represents the current object. (Inherited from Object) |
Fields
See Also