类 HNB
java.lang.Object
weka.classifiers.Classifier
weka.classifiers.bayes.HNB
- 所有已实现的接口:
Serializable
,Cloneable
,CapabilitiesHandler
,OptionHandler
,RevisionHandler
,TechnicalInformationHandler
Contructs Hidden Naive Bayes classification model with high classification accuracy and AUC.
For more information refer to:
H. Zhang, L. Jiang, J. Su: Hidden Naive Bayes. In: Twentieth National Conference on Artificial Intelligence, 919-924, 2005. BibTeX:
For more information refer to:
H. Zhang, L. Jiang, J. Su: Hidden Naive Bayes. In: Twentieth National Conference on Artificial Intelligence, 919-924, 2005. BibTeX:
@inproceedings{Zhang2005, author = {H. Zhang and L. Jiang and J. Su}, booktitle = {Twentieth National Conference on Artificial Intelligence}, pages = {919-924}, publisher = {AAAI Press}, title = {Hidden Naive Bayes}, year = {2005} }Valid options are:
-D If set, classifier is run in debug mode and may output additional info to the console
- 版本:
- $Revision: 5516 $
- 作者:
- H. Zhang (hzhang@unb.ca), Liangxiao Jiang (ljiang@cug.edu.cn)
- 另请参阅:
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构造器概要
构造器 -
方法概要
修饰符和类型方法说明void
buildClassifier
(Instances instances) Generates the classifier.double[]
distributionForInstance
(Instance instance) Calculates the class membership probabilities for the given test instanceReturns default capabilities of the classifier.Returns the revision string.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.Returns a string describing this classifier.static void
Main method for testing this class.toString()
returns a string representation of the classifier从类继承的方法 weka.classifiers.Classifier
classifyInstance, debugTipText, forName, getDebug, getOptions, listOptions, makeCopies, makeCopy, setDebug, setOptions
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构造器详细资料
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HNB
public HNB()
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方法详细资料
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globalInfo
Returns a string describing this classifier.- 返回:
- a description of the data generator suitable for displaying in the explorer/experimenter gui
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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.- 指定者:
getTechnicalInformation
在接口中TechnicalInformationHandler
- 返回:
- the technical information about this class
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getCapabilities
Returns default capabilities of the classifier.- 指定者:
getCapabilities
在接口中CapabilitiesHandler
- 覆盖:
getCapabilities
在类中Classifier
- 返回:
- the capabilities of this classifier
- 另请参阅:
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buildClassifier
Generates the classifier.- 指定者:
buildClassifier
在类中Classifier
- 参数:
instances
- set of instances serving as training data- 抛出:
Exception
- if the classifier has not been generated successfully
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distributionForInstance
Calculates the class membership probabilities for the given test instance- 覆盖:
distributionForInstance
在类中Classifier
- 参数:
instance
- the instance to be classified- 返回:
- predicted class probability distribution
- 抛出:
Exception
- if there is a problem generating the prediction
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toString
returns a string representation of the classifier -
getRevision
Returns the revision string.- 指定者:
getRevision
在接口中RevisionHandler
- 覆盖:
getRevision
在类中Classifier
- 返回:
- the revision
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main
Main method for testing this class.- 参数:
args
- the options
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