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smile.classification

Classification Algorithms

Classification Algorithms
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adaboostclj

(adaboost formula data)
(adaboost formula data ntrees max-depth max-nodes node-size)

Adaptive Boosting.

Adaptive Boosting.
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cartclj

(cart formula data)
(cart formula data split-rule max-depth max-nodes node-size)

Decision tree.

Decision tree.
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fldclj

(fld x y)
(fld x y L tol)

Fisher's linear discriminant.

Fisher's linear discriminant.
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gbmclj

(gbm formula data)
(gbm formula data ntrees max-depth max-nodes node-size shrinkage subsample)

Gradient boosted classification trees.

Gradient boosted classification trees.
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knnclj

(knn x y)
(knn x y k)
(knn x y k distance)

K-nearest neighbor classifier.

K-nearest neighbor classifier.
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ldaclj

(lda x y)
(lda x y priori tol)

Linear discriminant analysis.

Linear discriminant analysis.
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logitclj

(logit x y)
(logit x y lambda tol max-iter)

Logistic regression.

Logistic regression.
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maxentclj

(maxent x y p)
(maxent x y p lambda tol max-iter)

Maximum Entropy classifier.

Maximum Entropy classifier.
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mlpclj

(mlp x y builders)
(mlp x y builders epochs eta alpha lambda)

Multilayer perceptron neural network.

Multilayer perceptron neural network.
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qdaclj

(qda x y)
(qda x y priori tol)

Quadratic discriminant analysis.

Quadratic discriminant analysis.
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random-forestclj

(random-forest formula data)
(random-forest formula
               data
               ntrees
               mtry
               split-rule
               max-depth
               max-nodes
               node-size
               subsample)

Random forest.

Random forest.
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rbfnetclj

(rbfnet x y neurons)
(rbfnet x y neurons normalized)

Radial basis function networks.

Radial basis function networks.
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rdaclj

(rda x y alpha)
(rda x y alpha priori tol)

Regularized discriminant analysis.

Regularized discriminant analysis.
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svmclj

(svm x y kernel C)
(svm x y kernel C tol)

Support vector machine.

Support vector machine.
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