weka.classifiers.functions.supportVector

## Class PrecomputedKernelMatrixKernel

- java.lang.Object
- - weka.classifiers.functions.supportVector.Kernel
  - - weka.classifiers.functions.supportVector.PrecomputedKernelMatrixKernel

- All Implemented Interfaces:
    java.io.Serializable, CapabilitiesHandler, Copyable, OptionHandler, RevisionHandler

      public class PrecomputedKernelMatrixKernel
      extends Kernel
      implements Copyable

  This kernel is based on a static kernel matrix that is read from a file. Instances must have a single nominal attribute (excluding the class). This attribute must be the first attribute in the file and its values are used to reference rows/columns in the kernel matrix. The second attribute must be the class attribute.

  Valid options are:

       -D
        Enables debugging output (if available) to be printed.
        (default: off)

       -M <file name>
        The file name of the file that holds the kernel matrix.
        (default: kernelMatrix.matrix)

  Version:
    $Revision: 14534 $
  Author:
    Eibe Frank (eibe@cs.waikato.ac.nz)
  See Also:
    Serialized Form

- - ### Constructor Summary

    Constructors
    Constructor and Description
    `PrecomputedKernelMatrixKernel()`

  - ### Method Summary

    All Methods Instance Methods Concrete Methods
    Modifier and Type | Method and Description
    --- | ---
    `void` | `clean()` Frees the memory used by the kernel.
    `java.lang.Object` | `copy()` Return a shallow copy of this kernel
    `double` | `eval(int id1, int id2, Instance inst1)` Computes the result of the kernel function for two instances.
    `Capabilities` | `getCapabilities()` Returns the Capabilities of this kernel.
    `java.io.File` | `getKernelMatrixFile()` Gets the file containing the kernel matrix.
    `java.lang.String[]` | `getOptions()` Gets the current settings of the Kernel.
    `java.lang.String` | `getRevision()` Returns the revision string.
    `java.lang.String` | `globalInfo()` Returns a string describing the kernel
    `java.lang.String` | `kernelMatrixFileTipText()` Returns the tip text for this property
    `java.util.Enumeration<Option>` | `listOptions()` Returns an enumeration describing the available options.
    `int` | `numCacheHits()` Returns the number of dot product cache hits.
    `int` | `numEvals()` Returns the number of kernel evaluation performed.
    `void` | `setKernelMatrixFile(java.io.File f)` Sets the file holding the kernel matrix
    `void` | `setOptions(java.lang.String[] options)` Parses a given list of options.
    `java.lang.String` | `toString()` returns a string representation for the Kernel

    - ### Methods inherited from class weka.classifiers.functions.supportVector.Kernel

      `buildKernel, debugTipText, forName, getChecksTurnedOff, getDebug, getDoNotCheckCapabilities, makeCopies, makeCopy, setChecksTurnedOff, setDebug, setDoNotCheckCapabilities`

    - ### Methods inherited from class java.lang.Object

      `equals, getClass, hashCode, notify, notifyAll, wait, wait, wait`

- - ### Constructor Detail

    - #### PrecomputedKernelMatrixKernel

          public PrecomputedKernelMatrixKernel()

  - ### Method Detail

    - #### copy

          public java.lang.Object copy()

      Return a shallow copy of this kernel
      Specified by:
        `copy` in interface `Copyable`
      Returns:
        a shallow copy of this kernel

    - #### globalInfo

          public java.lang.String globalInfo()

      Returns a string describing the kernel
      Specified by:
        `globalInfo` in class `Kernel`
      Returns:
        a description suitable for displaying in the explorer/experimenter gui

    - #### listOptions

          public java.util.Enumeration<Option> listOptions()

      Returns an enumeration describing the available options.
      Specified by:
        `listOptions` in interface `OptionHandler`
      Overrides:
        `listOptions` in class `Kernel`
      Returns:
        an enumeration of all the available options.

    - #### setOptions

          public void setOptions(java.lang.String[] options)
                          throws java.lang.Exception

      Parses a given list of options.

      Valid options are:

           -D
            Enables debugging output (if available) to be printed.
            (default: off)

           -M <file name>
            The file name of the file that holds the kernel matrix.
            (default: kernelMatrix.matrix)

      Specified by:
        `setOptions` in interface `OptionHandler`
      Overrides:
        `setOptions` in class `Kernel`
      Parameters:
        `options` - the list of options as an array of strings
      Throws:
        `java.lang.Exception` - if an option is not supported

    - #### getOptions

          public java.lang.String[] getOptions()

      Gets the current settings of the Kernel.
      Specified by:
        `getOptions` in interface `OptionHandler`
      Overrides:
        `getOptions` in class `Kernel`
      Returns:
        an array of strings suitable for passing to setOptions

    - #### eval

          public double eval(int id1,
                             int id2,
                             Instance inst1)
                      throws java.lang.Exception

      Description copied from class: `Kernel`
      Computes the result of the kernel function for two instances. If id1 == -1, eval use inst1 instead of an instance in the dataset.
      Specified by:
        `eval` in class `Kernel`
      Parameters:
        `id1` - the index of instance 1
        `id2` - the index of instance 2
        `inst1` - the instance 1 object
      Returns:
        the dot product
      Throws:
        `java.lang.Exception` - if something goes wrong

    - #### getCapabilities

          public Capabilities getCapabilities()

      Returns the Capabilities of this kernel.
      Specified by:
        `getCapabilities` in interface `CapabilitiesHandler`
      Overrides:
        `getCapabilities` in class `Kernel`
      Returns:
        the capabilities of this object
      See Also:
        `Capabilities`

    - #### setKernelMatrixFile

          public void setKernelMatrixFile(java.io.File f)

      Sets the file holding the kernel matrix
      Parameters:
        `f` - the file holding the matrix

    - #### getKernelMatrixFile

          public java.io.File getKernelMatrixFile()

      Gets the file containing the kernel matrix.
      Returns:
        the exponent value

    - #### kernelMatrixFileTipText

          public java.lang.String kernelMatrixFileTipText()

      Returns the tip text for this property
      Returns:
        tip text for this property suitable for displaying in the explorer/experimenter gui

    - #### toString

          public java.lang.String toString()

      returns a string representation for the Kernel
      Overrides:
        `toString` in class `java.lang.Object`
      Returns:
        a string representaiton of the kernel

    - #### clean

          public void clean()

      Frees the memory used by the kernel. (Useful with kernels which use cache.) This function is called when the training is done. i.e. after that, eval will be called with id1 == -1.
      Specified by:
        `clean` in class `Kernel`

    - #### numEvals

          public int numEvals()

      Returns the number of kernel evaluation performed.
      Specified by:
        `numEvals` in class `Kernel`
      Returns:
        the number of kernel evaluation performed.

    - #### numCacheHits

          public int numCacheHits()

      Returns the number of dot product cache hits.
      Specified by:
        `numCacheHits` in class `Kernel`
      Returns:
        the number of dot product cache hits, or -1 if not supported by this kernel.

    - #### getRevision

          public java.lang.String getRevision()

      Returns the revision string.
      Specified by:
        `getRevision` in interface `RevisionHandler`
      Overrides:
        `getRevision` in class `Kernel`
      Returns:
        the revision