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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
GaussianPrecesses - Gaussian processes for regression without hyperparameter-tuning nominal, binary, numeric, unary numeric, date  
LinearRegression - Linear Regression nominal, date, binary, numeric, unary numeric, date  
Logistic 1992 A multinomial logistic regression model with a ridge estimator. nominal, date, binary, numeric, unary binary, nominal  
MultilayerPerceptron - A Classifier that uses backpropagation to classify instances. nominal, date, binary, numeric, unary numeric, binary, date, nominal  
SGD - Stochastic Gradient Descent nominal, binary, numeric, unary binary  
SGDText - Stochastic Gradient Descent on text data nominal, date, binary, numeric, string, unary binary  
SimpleLinearRegression - Simple Linear Regression date, numeric numeric, date  
Simple Logistic 2005 Linear Logistic Regression nominal, date, binary, numeric, unary binary, nominal  
SMO 1998, 2001   nominal, binary, numeric, unary binary, nominal  
SMO reg 1998, 1999 Implements the support vector machine for regression nominal, binary, numeric, unary numeric, date  
Voted Perceptron 1998 Implementation of the voted perceptron algorithm by Freund and Schapire. nominal, date, binary, numeric, unary binary  
Lazy
IBk 1991 k-nearest neighbours nominal, date, binary, numeric, unary numeric, binary, date, nominal  
KStar 1995 Instance-based classifier 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 Class for boosting a nominal class classifier. nominal, date, binary, numeric, unary binary, nominal  
AdditiveRegression 1999 Enhances the performance of a regression base classifier. nominal, date, binary, numeric, unary numeric, date  
AttributeSelectedClassifier - Dimensionality of training and test data is reduced by attribute selection before being passed on to a classifier. nominal, date, binary, numeric, unary numeric, binary, date, nominal  
Bagging 1996   nominal, date, binanry, numeric, unary numeric, binary, date, nominal  
ClassificationViaRegression 1998 Doing classification using regression methods. nominal, date, binary, numeric, unary binary, nominal  
CostSensitiveClassifier - Makes its base classifier cost-sensitive. Nominal, date, binary, relational, numeric, string, unary binary, nominal  
CVParemeterSelection 1995 Performing parameter selection by cross-validation for any classifier. nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
FilteredClassifier - Running an arbitrary classifier on data that has been passed through an arbitrary filter. nominal, date, binary, relational, numeric, string, unary binary, nominal  
LogitBoost 1998 Performing additive logistic regression. nominal, date, binary, numeric, unary binary, nominal  
MultiClassClassifier - Handling multi-class datasets with 2-class classifiers. nominal, date, binary, numeric, unary binary, nominal  
MultiClassClassifierUpdateable - Handling multi-class datasets with 2-class classifiers (Updatable). nominal, binary, numeric, unary binary, nominal  
MultiScheme -   nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
RandomCommittee - Building an ensemble of randomizable base classifiers 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 Combines several classifiers using the stacking method. nominal, date, binary, relational, numeric, strung, unary numeric, binary, date, nominal  
UnbiasedAttributeSelectedClassifier - Dimensionality of training and test data is reduced by attribute selection before being passed on to a classifier. nominal, date, binary, numeric, unary numeric, binary, date, nominal  
Vote 1998, 2004 Combining classifiers. Nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
MI
           
Misc
InputMappedClassifier - Wrapper classifier nominal, date, binary, numeric, string, unary numeric, binary, date, nominal  
SerializedClassifier   A wrapper around a serialized classifier model.      
Rules
DecisionTable 1995 Building and using a simple decision table majority classifier. nominal, date, binary, numeric, unary numeric, binary, date, nominal  
JRip 1995 Implements a propositional rule learner, Repeated Incremental Pruning to Produce Error Reduction (RIPPER) nominal, date, binary, numeric, unary binary, nominal  
M5Rules 1992, 1997, 1999 Generates a decision list for regression problems using separate-and-conquer. nominal, date, binary, numeric, unary numeric, date  
OneR 1993 1R classifier. nominal, date, binary, numeric, unary binary, nominal  
PART 1998 PART decision list. nominal, date, binary, numeric, unary binary, nominal  
ZeroR - 0-R classifier. nominal, date, binary, relational, numeric, string, unary numeric, binary, date, nominal  
Trees
DecisionStump - Decision Stump nominal, date, binary, numeric, unary numeric, binary, date, nominal  
HoeffdingTree 2001   nominal, date, binary, numeric, unary binary, nominal  
J48 1993 Generating a pruned or unpruned C4 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 - Constructing a tree that considers K randomly  chosen attributes at each node 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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