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

public class HNB extends Classifier implements 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:

 @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:
  • 构造器详细资料

    • HNB

      public HNB()
  • 方法详细资料

    • globalInfo

      public String globalInfo()
      Returns a string describing this classifier.
      返回:
      a description of the data generator suitable for displaying in the explorer/experimenter gui
    • getTechnicalInformation

      public 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.
      指定者:
      getTechnicalInformation 在接口中 TechnicalInformationHandler
      返回:
      the technical information about this class
    • getCapabilities

      public Capabilities 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:
    • buildClassifier

      public void buildClassifier(Instances instances) throws Exception
      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
    • distributionForInstance

      public double[] distributionForInstance(Instance instance) throws Exception
      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
    • toString

      public String toString()
      returns a string representation of the classifier
      覆盖:
      toString 在类中 Object
      返回:
      a representation of the classifier
    • getRevision

      public String 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
    • main

      public static void main(String[] args)
      Main method for testing this class.
      参数:
      args - the options