smile.interpolation

Class ShepardInterpolation2D

java.lang.Object

smile.interpolation.ShepardInterpolation2D

All Implemented Interfaces:

java.io.Serializable, Interpolation2D

public class ShepardInterpolation2D
extends java.lang.Object
implements Interpolation2D

Shepard interpolation is a special case of normalized radial basis function interpolation if the function φ(r) goes to infinity as r → 0, and is finite for r > 0. In this case, the weights w_i are just equal to the respective function values y_i. So we need not solve linear equations and thus it works for very large N.

An example of such φ is φ(r) = r-p with (typically) 1 < p ≤ 3.

Shepard interpolation is rarely as accurate as the well-tuned application of other radial basis functions. However, it is simple, fast, and often jut the thing for quick and dirty applications.

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
ShepardInterpolation2D(double[] x1, double[] x2, double[] y) Constructor.
ShepardInterpolation2D(double[] x1, double[] x2, double[] y, double p) Constructor.

Method Summary

Modifier and Type	Method and Description
double	interpolate(double x1, double x2) Interpolate the data at a given 2-dimensional point.
java.lang.String	toString()

Methods inherited from class java.lang.Object

clone, equals, finalize, getClass, hashCode, notify, notifyAll, wait, wait, wait

Constructor Detail

ShepardInterpolation2D

public ShepardInterpolation2D(double[] x1,
                              double[] x2,
                              double[] y)

Constructor. By default p = 2.

Parameters:

x1 - the 1st dimension of data points.

x2 - the 2nd dimension of data points.

y - the function values.

ShepardInterpolation2D

public ShepardInterpolation2D(double[] x1,
                              double[] x2,
                              double[] y,
                              double p)

Constructor.

Parameters:

x1 - the 1st dimension of data points.

x2 - the 2nd dimension of data points.

y - the function values.

p - the parameter in the radial basis function φ(r) = r^-p.

Method Detail

interpolate

public double interpolate(double x1,
                          double x2)

Description copied from interface: Interpolation2D

Interpolate the data at a given 2-dimensional point.

Specified by:

interpolate in interface Interpolation2D

toString

public java.lang.String toString()

Overrides:

toString in class java.lang.Object