Package edu.umass.cs.mallet.base.classify

Interface Summary

Interface	Description
Boostable	This interface is a tag indicating that the classifier attends to the InstanceList.getInstanceWeight() weights when training.
ClassifierEvaluating

Class Summary

Class	Description
AbstractClassifierEvaluating	Created: Apr 13, 2005
AccuracyEvaluator
AdaBoost	AdaBoost Robert E.
AdaBoostM2	AdaBoostM2
AdaBoostM2Trainer	This version of AdaBoost can handle multi-class problems.
AdaBoostTrainer	This version of AdaBoost should be used only for binary classification.
BaggingClassifier
BaggingTrainer	Bagging Trainer.
BalancedWinnow	Classification methods of BalancedWinnow algorithm.
BalancedWinnowTrainer	An implementation of the training methods of a BalancedWinnow on-line classifier.
C45	A C4.5 Decision Tree classifier.
C45.Node
C45Trainer	A C4.5 decision tree learner, approximtely.
Classification	The result of classifying a single instance.
Classifier	Abstract parent of all Classifiers.
ClassifierTrainer	Abstract parent of all classifier trainers.
ConfidencePredictingClassifier
ConfidencePredictingClassifierTrainer
DecisionTree	Decision Tree classifier.
DecisionTree.Node
DecisionTreeTrainer	A decision tree learner, roughly ID3.
FeatureSelectingClassifierTrainer	Adaptor for adding feature selection to a classifier trainer.
IncrementalClassifierTrainer	Adds the notion of incremental training to a ClassifierTrainer, through the availability of incrementalTrain() methods, which parallel the train() methods.
MaxEnt	Maximum Entropy classifier.
MaxEntTrainer	The trainer for a Maximum Entropy classifier.
MCMaxEnt	Maximum Entropy classifier.
MCMaxEntTrainer	The trainer for a Maximum Entropy classifier.
NaiveBayes	A classifier that classifies instances according to the NaiveBayes method.
NaiveBayesTrainer	Class used to generate a NaiveBayes classifier from a set of training data.
Trial	A convenience class for running an instance list through a classifier and storing the instancelist, the classifier, and the resulting classifications of each instance.
TUI	Text User Interface for classification (unsupported).
Winnow	Classification methods of Winnow2 algorithm.
WinnowTrainer	An implementation of the training methods of a Winnow2 on-line classifier.