Classfier

bayes (ベイズ)

functions

  • GaussianProcesses
  • LinearRegression
  • Logistic
  • MultilayerPerceptron (MLP : 多層パーセプトロン (ニューラルネットワーク))
  • SGD
  • SGDText
  • SimpleLinearRegression
  • SimpleLogistic
  • SMO
  • SMOreg
  • VotedPerceptron

lazy

  • IBk (K-nearest neighbors algorithm / k近傍法)
  • KStar
  • LWL

meta

  • AdaBoostM1
  • AdditiveRegression
  • AttributeSelectedClassifier
  • Bagging
  • ClassificationViaRegression
  • CostSensitiveClassifier
  • CVParameterSelection
  • FilteredClassifier
  • IterativeClassifierOptimizer
  • LogitBoost
  • MultiClassClassifier
  • MultiClassClassifierUpdateable
  • MultiScheme
  • RandomCommittee
  • RandomizableFilteredClassifier
  • RandomSubSpace
  • RegressionByDiscretization
  • Stacking
  • Vote
  • WeightedInstancesHandlerWrapper

misc

  • InputMappedClassifier
  • SerializedClassifier

rules

  • DecisionTable
  • JRip
  • M5Rules
  • OneR
  • PART
  • ZeroR

trees (決定木)

  • DecisionStump
  • HoeffdingTree
  • J48 … C4.5 decision tree
  • LMT
  • M5P
  • RandomForest
  • RandomTree
  • REPTree

J48

オプション 内容 既定値
-U Use unpruned tree.  
-O Do not collapse tree.  
-C <pruning confidence> Set confidence threshold for pruning. 0.25
-M <minimum number of instances> Set minimum number of instances per leaf. 2
-R Use reduced error pruning.  
-N <number of folds> Set number of folds for reduced error pruning. One fold is used as pruning set. 3
-B Use binary splits only.  
-S Don't perform subtree raising.  
-L Do not clean up after the tree has been built.  
-A Laplace smoothing for predicted probabilities.  
-J Do not use MDL correction for info gain on numeric attributes.  
-Q <seed> Seed for random data shuffling 1
-doNotMakeSplitPointActualValue Do not make split point actual value.  
J48

Capabilities

  • Class
    • Binary class
    • Nominal
    • Missing class values
  • Attributes
    • Numeric attributes
    • Nominal attributes
    • Binary attributes
    • Date attributes
    • Missing values
    • Unary attributes
    • Empty nominal  attributes
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