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Classifiers

Name Publication Description Attribute Class Papers
Bayes
AODE 2005 Improved Naive Bayes unary, binary, nominal binary, nominal  
AODEsr 2006 Improved AODE unary, binary, nominal binary, nominal  
BayesianLogisticRegression 2004 Bayesian Logistic Regression unary, binary, numeric binary  
BayesNet   A "framework" class that can construct different Bayesian Network classifiers with different estimators and search algorithms. unary, binary, nominal, numeric binary, nominal  
ComplementNaiveBayes 2003 Naive Bayes variant numeric binary, nominal  
DMNBText 2008 Discriminative Multinominal Naive Bayes numeric binary, nominal  
HNB 2005 Hidden Naive Bayes unary, binary, nominal binary, nominal  
NaiveBayes 1995 Naive Bayes unary, binary, nominal, numeric binary, nominal  
NaiveBayesMultinominal 1998 Multinominal Naive Bayes numeric binary, nominal  
NaiveBayesMultinominalUpdateable 1998 Multinominal Naive Bayes (Updateable) numeric binary, nominal  
NaiveBayesSimple 1973 Simple Naive Bayes unary, binary, nominal, numeric, date binary, nominal  
NaiveBayesUpdateable 1995 Naive Bayes (Updateable) unary, binary, nominal, numeric binary, nominal  
WAODE 2006 Weighted AODE unary, binary, nominal binary, nominal  
Functions
Gaussian Precesses -   nominal, binary, numeric, unary numeric, date  
Linear Regression -   nominal, date, binary, numeric, unary numeric, date  
Logistic 1992   nominal, date, binary, numeric, unary binary, nominal  
Multilayer Perceptron -   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
SGD -   nominal, binary, numeric, unary binary  
SGD Text -   nominal, date, binary, numeric, string, unary binary  
Simple Linear Regression -   date, numeric numeric, date  
Simple Logistic 2005   nominal, date, binary, numeric, unary binary, nominal  
SMO 1998, 2001   nominal, binary, numeric, unary binary, nominal  
SMO reg 1998, 1999   nominal, binary, numeric, unary numeric, date  
Voted Perceptron 1998   nominal, date, binary, numeric, unary binary  
Lazy
IBk 1991 k-nearest neighbours nominal, date, binary, numeric, unary numeric, binary, date, nominal  
KStar 1995   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
LWL 1996, 2003 Locally weighted learning nominal, date, binary, numeric, unary numeric, binary, date, nominal  
Meta
AdaBoostM1 1996   nominal, date, binary, numeric, unary binary, nominal  
AdditiveRegression 1999   nominal, date, binary, numeric, unary numeric, date  
AttributeSelectedClassifier -   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
Bagging 1996   nominal, date, binanry, numeric, unary numeric, binary, date, nominal  
ClassificationViaRegression 1998   nominal, date, binary, numeric, unary binary, nominal  
CostSensitiveClassifier -   Nominal, date, binary, relational, numeric, string, unary binary, nominal  
CVParemeterSelection 1995   nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
FilteredClassifier -   nominal, date, binary, relational, numeric, string, unary binary, nominal  
LogitBoost 1998   nominal, date, binary, numeric, unary binary, nominal  
MultiClassClassifier -   nominal, date, binary, numeric, unary binary, nominal  
MultiClassClassifierUpdateable -   nominal, binary, numeric, unary binary, nominal  
MultiScheme -   nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
RandomCommittee -   nominal, date, binary, numeric, unary    
RandomizableFilteredClassifier -   nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
RandomSubSpace 1998   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
RegressionByDiscretization 2009   nominal, date, binary, numeric, unary numeric, date  
Stacking 1992   nominal, date, binary, relational, numeric, strung, unary numeric, binary, date, nominal  
UnbiasedAttributeSelectedClassifier -   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
Vote 1998, 2004   Nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
MI
           
Misc
InputMappedClassifier -   nominal, date, binary, numeric, string, unary numeric, binary, date, nominal  
SerializedClassifier          
Rules
DecisionTable 1995   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
JRip 1995   nominal, date, binary, numeric, unary binary, nominal  
M5Rules 1992, 1997, 1999   nominal, date, binary, numeric, unary numeric, date  
OneR 1993   nominal, date, binary, numeric, unary binary, nominal  
PART 1998   nominal, date, binary, numeric, unary binary, nominal  
ZeroR -   nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
Trees
DecisionStump -   nominal, date, binary, numeric, unary numeric, binary, date, nominal  
HoeffdingTree 2001   nominal, date, binary, numeric, unary binary, nominal  
J48 1993   nominal, date, binary, numeric, unary binary, nominal  
LMT 2005 Logistic Model Trees nominal, date, binary, numeric, unary binary, nominal  
M5P 1992, 1997 M5 Base nominal, date, binary, numeric, unary numeric, date  
NBTree 1996 a decision tree with naive Bayes classifier nominal, date, binary, numeric, unary binary, nominal  
RandomForest 2001 a forest of random tree nominal, date, binary, numeric, unary numeric, binary, nominal  
RandomTree -   nominal, date, binary, numeric, unary numeric, binary, nominal  
REPTree - Fast decision tree learner nominal, date, binary, numeric, unary numeric, binary, date, nominal  

 
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