weka.classifiers.trees

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Java Source Code / Java Documentation » Science » weka » weka.classifiers.trees 
weka.classifiers.trees
Java Source File NameTypeComment
ADTree.javaClass Class for generating an alternating decision tree.
BFTree.javaClass Class for building a best-first decision tree classifier.
DecisionStump.javaClass Class for building and using a decision stump.
Id3.javaClass Class for constructing an unpruned decision tree based on the ID3 algorithm.
J48.javaClass Class for generating a pruned or unpruned C4.5 decision tree.
LMT.javaClass Classifier for building 'logistic model trees', which are classification trees with logistic regression functions at the leaves.
M5P.javaClass M5Base.
NBTree.javaClass Class for generating a decision tree with naive Bayes classifiers at the leaves.

For more information, see

Ron Kohavi: Scaling Up the Accuracy of Naive-Bayes Classifiers: A Decision-Tree Hybrid.
RandomForest.javaClass Class for constructing a forest of random trees.

For more information see:

Leo Breiman (2001).
RandomTree.javaClass Class for constructing a tree that considers K randomly chosen attributes at each node.
REPTree.javaClass Fast decision tree learner.
SimpleCart.javaClass Class implementing minimal cost-complexity pruning.
Note when dealing with missing values, use "fractional instances" method instead of surrogate split method.

For more information, see:

Leo Breiman, Jerome H.
UserClassifier.javaClass Interactively classify through visual means.
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