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 |
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| MI |
| |
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| Misc |
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| Rules |
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| Trees |
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