Class OneVariableFunctionFitter fits a parameterized one variable function to a set of points.
Namespace:
CenterSpace.NMath.AnalysisAssembly: NMath (in NMath.dll) Version: 5.1.0.0
Syntax
| C# |
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[SerializableAttribute] public class OneVariableFunctionFitter<M> : ICloneable where M : new(), INonlinearLeastSqMinimizer |
| Visual Basic (Declaration) |
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<SerializableAttribute> _ Public Class OneVariableFunctionFitter(Of M As {New, INonlinearLeastSqMinimizer}) _ Implements ICloneable |
| Visual C++ |
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[SerializableAttribute] generic<typename M> where M : gcnew(), INonlinearLeastSqMinimizer public ref class OneVariableFunctionFitter : ICloneable |
Type Parameters
- M
[Missing <typeparam name="M"/> documentation for "T:CenterSpace.NMath.Analysis.OneVariableFunctionFitter`1"]
Remarks
In the space of the function parameters, begining at a specified starting point,
finds a minimum (possibly local) in the sum of the squared residuals with respect to a set of data points.
Uses a nonlinear least squares minimization to compute the solution. You must supply at least
as many data points to fit as your function has parameters.
For example, the following code fits a 4-parameter logistic function to a set of 10 data points, beginning at point (0.1, 0.1, 0.1, 0.1) in the parameter space.
CopyC#
Note that problems can have multiple local minima. Trying different initial parameter points is recommended for
better solutions.
For example, the following code fits a 4-parameter logistic function to a set of 10 data points, beginning at point (0.1, 0.1, 0.1, 0.1) in the parameter space.
OneVariableFunctionFitter<TrustRegionMinimizer>; fitter = new OneVariableFunctionFitter<TrustRegionMinimizer>(AnalysisFunctions.FourParameterLogistic); DoubleVector xValues = new DoubleVector(55, 64, 70, 76, 80, 90, 72, 65, 86, 75); DoubleVector yValues = new DoubleVector(338, 328, 308, 225, 180, 142, 283, 325, 143, 250); DoubleVector initialParameters = new DoubleVector("0.1 0.1 0.1 0.1"); DoubleVector solution = fitter.Fit(xValues, yValues, initialParameters);
Inheritance Hierarchy
System..::.Object
CenterSpace.NMath.Analysis..::.OneVariableFunctionFitter<(Of <(M>)>)
CenterSpace.NMath.Analysis..::.BoundedOneVariableFunctionFitter<(Of <(M>)>)
CenterSpace.NMath.Analysis..::.OneVariableFunctionFitter<(Of <(M>)>)
CenterSpace.NMath.Analysis..::.BoundedOneVariableFunctionFitter<(Of <(M>)>)