com.aliasi.matrix

Class PolynomialKernel

java.lang.Object

com.aliasi.matrix.PolynomialKernel

All Implemented Interfaces:

KernelFunction, Proximity<Vector>, Serializable

public class PolynomialKernel
extends Object
implements KernelFunction, Serializable

A PolynomialKernel provides a dot product over a fixed degree polynomial basis expansion of a vector.

The polynomial kernel of degree d over vectors v1 and v2 is defined in terms of underlying vector dot products:

 kernel(v1,v2) = (1 + v1 * v2)d

where v1 * v2 is shorthand for the method call v1.dotProduct(v2).

Serialization

A polynomial kernel may be serialized.

Background Reading

A thorough discussion of kernel functions and kernel-based classifiers may be found in:

• Trevor Hastie, Robert Tibshirani, and Jerome Friedman. 2001. The Elements of Statistical Learning. Springer-Verlag.

Since:

LingPipe3.1

Version:

3.8

Author:

Bob Carpenter

See Also:

Serialized Form

Constructor Summary

Constructors

Constructor and Description
PolynomialKernel(int degree) Construct a polynomial kernel function of the specified degree.

Method Summary

Methods

Modifier and Type	Method and Description
double	proximity(Vector v1, Vector v2) Returns the result of applying the polynomial kernel of this class's degree to the specified vectors.
String	toString() Returns a string-based representation of this kernel function, including the kernel type and degree.

Methods inherited from class java.lang.Object

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

Constructor Detail

PolynomialKernel

public PolynomialKernel(int degree)

Construct a polynomial kernel function of the specified degree.

Parameters:

degree - Degree of the polynomial kernel.

Method Detail

proximity

public double proximity(Vector v1,
               Vector v2)

Returns the result of applying the polynomial kernel of this class's degree to the specified vectors.

Specified by:

proximity in interface KernelFunction

Specified by:

proximity in interface Proximity<Vector>

Parameters:

v1 - First vector.

v2 - Second vector.

Returns:

Polynomial kernel function applied to the two vectors.

Throws:

IllegalArgumentException - If the vectors are not of the same dimensionality.

toString

public String toString()

Returns a string-based representation of this kernel function, including the kernel type and degree.

Overrides:

toString in class Object

Returns:

A string representing this kernel.