com.rapidminer.operator.learner.bayes
Class KernelNaiveBayes

java.lang.Object
  com.rapidminer.operator.Operator
      com.rapidminer.operator.learner.AbstractLearner
          com.rapidminer.operator.learner.bayes.KernelNaiveBayes

All Implemented Interfaces:

ConfigurationListener, PreviewListener, Learner, ParameterHandler, LoggingHandler

public class KernelNaiveBayes
extends AbstractLearner

Kernel Naive Bayes learner.

Version:

$Id: KernelNaiveBayes.java,v 1.1.2.1 2009-04-08 14:40:21 tobiasmalbrecht Exp $

Author:

Tobias Malbrecht

Field Summary

static int	BANDWIDTH_SELECTION_MODE_FIX
static int	BANDWIDTH_SELECTION_MODE_HEURISTIC
static java.lang.String[]	BANDWIDTH_SELECTION_MODES
static int	ESTIMATION_MODE_FULL
static int	ESTIMATION_MODE_GREEDY
static java.lang.String[]	ESTIMATION_MODES
static java.lang.String	PARAMETER_APPLICATION_GRID_SIZE
static java.lang.String	PARAMETER_BANDWIDTH
static java.lang.String	PARAMETER_BANDWIDTH_SELECTION
static java.lang.String	PARAMETER_ESTIMATION_MODE
static java.lang.String	PARAMETER_LAPLACE_CORRECTION
static java.lang.String	PARAMETER_MINIMUM_BANDWIDTH
static java.lang.String	PARAMETER_NUMBER_OF_KERNELS
static java.lang.String	PARAMETER_USE_APPLICATION_GRID

Fields inherited from class com.rapidminer.operator.learner.AbstractLearner

PROPERTY_RAPIDMINER_GENERAL_CAPABILITIES_WARN

Constructor Summary

KernelNaiveBayes(OperatorDescription description)

Method Summary

java.util.List<ParameterType>	getParameterTypes() Returns a list of ParameterTypes describing the parameters of this operator.
Model	learn(ExampleSet exampleSet) Trains a model.
boolean	supportsCapability(LearnerCapability lc) Checks for Learner capabilities.

Methods inherited from class com.rapidminer.operator.learner.AbstractLearner

apply, getEstimatedPerformance, getInputClasses, getInputDescription, getOptimizationPerformance, getOutputClasses, getWeights, onlyWarnForNonSufficientCapabilities, shouldCalculateWeights, shouldDeliverOptimizationPerformance, shouldEstimatePerformance

Methods inherited from class com.rapidminer.operator.Operator

addError, addValue, addWarning, apply, checkDeprecations, checkForStop, checkIO, checkProperties, clearErrorList, cloneOperator, createExperimentTree, createExperimentTree, createFromXML, createMarkedExperimentTree, createMarkedProcessTree, createProcessTree, createProcessTree, getAddOnlyAdditionalOutput, getApplyCount, getDeliveredOutputClasses, getDeprecationInfo, getDesiredInputClasses, getEncoding, getErrorList, getExperiment, getInnerOperatorsXML, getInput, getInput, getInput, getIOContainerForInApplyLoopBreakpoint, getIODescription, getLog, getName, getOperatorClassName, getOperatorDescription, getParameter, getParameterAsBoolean, getParameterAsColor, getParameterAsDouble, getParameterAsFile, getParameterAsFile, getParameterAsInputStream, getParameterAsInt, getParameterAsMatrix, getParameterAsString, getParameterList, getParameters, getParameterType, getParent, getProcess, getStartTime, getStatus, getUserDescription, getValue, getValues, getXML, hasBreakpoint, hasBreakpoint, hasInput, inApplyLoop, isDebugMode, isEnabled, isExpanded, isParallel, isParameterSet, log, logError, logNote, logWarning, performAdditionalChecks, processFinished, processStarts, register, registerOperator, remove, rename, resume, setApplyCount, setBreakpoint, setEnabled, setExpanded, setInput, setListParameter, setOperatorParameters, setParameter, setParameters, setParent, setUserDescription, toString, unregisterOperator, writeXML

Methods inherited from class java.lang.Object

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

Methods inherited from interface com.rapidminer.operator.learner.Learner

getName

Field Detail

PARAMETER_LAPLACE_CORRECTION

public static final java.lang.String PARAMETER_LAPLACE_CORRECTION

See Also:

Constant Field Values

PARAMETER_ESTIMATION_MODE

public static final java.lang.String PARAMETER_ESTIMATION_MODE

See Also:

Constant Field Values

ESTIMATION_MODES

public static final java.lang.String[] ESTIMATION_MODES

ESTIMATION_MODE_FULL

public static final int ESTIMATION_MODE_FULL

See Also:

Constant Field Values

ESTIMATION_MODE_GREEDY

public static final int ESTIMATION_MODE_GREEDY

See Also:

Constant Field Values

PARAMETER_BANDWIDTH_SELECTION

public static final java.lang.String PARAMETER_BANDWIDTH_SELECTION

See Also:

Constant Field Values

BANDWIDTH_SELECTION_MODES

public static final java.lang.String[] BANDWIDTH_SELECTION_MODES

BANDWIDTH_SELECTION_MODE_HEURISTIC

public static final int BANDWIDTH_SELECTION_MODE_HEURISTIC

See Also:

Constant Field Values

BANDWIDTH_SELECTION_MODE_FIX

public static final int BANDWIDTH_SELECTION_MODE_FIX

See Also:

Constant Field Values

PARAMETER_BANDWIDTH

public static final java.lang.String PARAMETER_BANDWIDTH

See Also:

Constant Field Values

PARAMETER_MINIMUM_BANDWIDTH

public static final java.lang.String PARAMETER_MINIMUM_BANDWIDTH

See Also:

Constant Field Values

PARAMETER_NUMBER_OF_KERNELS

public static final java.lang.String PARAMETER_NUMBER_OF_KERNELS

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Constant Field Values

PARAMETER_USE_APPLICATION_GRID

public static final java.lang.String PARAMETER_USE_APPLICATION_GRID

See Also:

Constant Field Values

PARAMETER_APPLICATION_GRID_SIZE

public static final java.lang.String PARAMETER_APPLICATION_GRID_SIZE

See Also:

Constant Field Values

Constructor Detail

KernelNaiveBayes

public KernelNaiveBayes(OperatorDescription description)

Method Detail

learn

public Model learn(ExampleSet exampleSet)
            throws OperatorException

Description copied from interface: Learner

Trains a model. This method should be called by apply() and is implemented by subclasses.

Throws:

OperatorException

supportsCapability

public boolean supportsCapability(LearnerCapability lc)

Description copied from interface: Learner

Checks for Learner capabilities. Should return true if the given capability is supported.

getParameterTypes

public java.util.List<ParameterType> getParameterTypes()

Description copied from class: Operator

Returns a list of ParameterTypes describing the parameters of this operator. The default implementation returns an empty list if no input objects can be retained and special parameters for those input objects which can be prevented from being consumed.

Specified by:

getParameterTypes in interface ParameterHandler

Overrides:

getParameterTypes in class Operator