public class VotedPerceptron extends Classifier implements OptionHandler, TechnicalInformationHandler
@inproceedings{Freund1998, address = {New York, NY}, author = {Y. Freund and R. E. Schapire}, booktitle = {11th Annual Conference on Computational Learning Theory}, pages = {209-217}, publisher = {ACM Press}, title = {Large margin classification using the perceptron algorithm}, year = {1998} }Valid options are:
-I <int> The number of iterations to be performed. (default 1)
-E <double> The exponent for the polynomial kernel. (default 1)
-S <int> The seed for the random number generation. (default 1)
-M <int> The maximum number of alterations allowed. (default 10000)
Constructor and Description |
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VotedPerceptron() |
Modifier and Type | Method and Description |
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void |
buildClassifier(Instances insts)
Builds the ensemble of perceptrons.
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double[] |
distributionForInstance(Instance inst)
Outputs the distribution for the given output.
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java.lang.String |
exponentTipText()
Returns the tip text for this property
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Capabilities |
getCapabilities()
Returns default capabilities of the classifier.
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double |
getExponent()
Get the value of exponent.
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int |
getMaxK()
Get the value of maxK.
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int |
getNumIterations()
Get the value of NumIterations.
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java.lang.String[] |
getOptions()
Gets the current settings of the classifier.
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java.lang.String |
getRevision()
Returns the revision string.
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int |
getSeed()
Get the value of Seed.
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TechnicalInformation |
getTechnicalInformation()
Returns an instance of a TechnicalInformation object, containing
detailed information about the technical background of this class,
e.g., paper reference or book this class is based on.
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java.lang.String |
globalInfo()
Returns a string describing this classifier
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java.util.Enumeration |
listOptions()
Returns an enumeration describing the available options.
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static void |
main(java.lang.String[] argv)
Main method.
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java.lang.String |
maxKTipText()
Returns the tip text for this property
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java.lang.String |
numIterationsTipText()
Returns the tip text for this property
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java.lang.String |
seedTipText()
Returns the tip text for this property
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void |
setExponent(double v)
Set the value of exponent.
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void |
setMaxK(int v)
Set the value of maxK.
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void |
setNumIterations(int v)
Set the value of NumIterations.
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void |
setOptions(java.lang.String[] options)
Parses a given list of options.
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void |
setSeed(int v)
Set the value of Seed.
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java.lang.String |
toString()
Returns textual description of classifier.
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classifyInstance, debugTipText, forName, getDebug, makeCopies, makeCopy, setDebug
public java.lang.String globalInfo()
public TechnicalInformation getTechnicalInformation()
getTechnicalInformation
in interface TechnicalInformationHandler
public java.util.Enumeration listOptions()
listOptions
in interface OptionHandler
listOptions
in class Classifier
public void setOptions(java.lang.String[] options) throws java.lang.Exception
-I <int> The number of iterations to be performed. (default 1)
-E <double> The exponent for the polynomial kernel. (default 1)
-S <int> The seed for the random number generation. (default 1)
-M <int> The maximum number of alterations allowed. (default 10000)
setOptions
in interface OptionHandler
setOptions
in class Classifier
options
- the list of options as an array of stringsjava.lang.Exception
- if an option is not supportedpublic java.lang.String[] getOptions()
getOptions
in interface OptionHandler
getOptions
in class Classifier
public Capabilities getCapabilities()
getCapabilities
in interface CapabilitiesHandler
getCapabilities
in class Classifier
Capabilities
public void buildClassifier(Instances insts) throws java.lang.Exception
buildClassifier
in class Classifier
insts
- the data to train the classifier withjava.lang.Exception
- if something goes wrong during buildingpublic double[] distributionForInstance(Instance inst) throws java.lang.Exception
distributionForInstance
in class Classifier
inst
- the instance for which distribution is to be computedjava.lang.Exception
- if something goes wrongpublic java.lang.String toString()
toString
in class java.lang.Object
public java.lang.String maxKTipText()
public int getMaxK()
public void setMaxK(int v)
v
- Value to assign to maxK.public java.lang.String numIterationsTipText()
public int getNumIterations()
public void setNumIterations(int v)
v
- Value to assign to NumIterations.public java.lang.String exponentTipText()
public double getExponent()
public void setExponent(double v)
v
- Value to assign to exponent.public java.lang.String seedTipText()
public int getSeed()
public void setSeed(int v)
v
- Value to assign to Seed.public java.lang.String getRevision()
getRevision
in interface RevisionHandler
getRevision
in class Classifier
public static void main(java.lang.String[] argv)
argv
- the commandline options