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Version
0.9.3.1
0.9.3
0.9.2
0.9.1
0.9.0
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Install
install.packages('SSLR')
Monthly Downloads
439
Version
0.9.3.1
License
GPL-3
Maintainer
Francisco Jes<c3><ba>s Palomares Alabarce
Last Published
January 10th, 2021
Functions in SSLR (0.9.3.1)
Search functions
COREG
General Interface for COREG model
MCNearestMeanClassifierSSLR
General Interface for MCNearestMeanClassifier (Moment Constrained Semi-supervised Nearest Mean Classifier) model
EntropyRegularizedLogisticRegressionSSLR
General Interface for EntropyRegularizedLogisticRegression model
LinearTSVMSSLR
General Interface for LinearTSVM model
EMNearestMeanClassifierSSLR
General Interface for EMNearestMeanClassifier model
LaplacianSVMSSLR
General Interface for LaplacianSVM model
GRFClassifierSSLR
General Interface for GRFClassifier (Label propagation using Gaussian Random Fields and Harmonic) model
EMLeastSquaresClassifierSSLR
General Interface for EMLeastSquaresClassifier model
DecisionTreeClassifier-class
Class DecisionTreeClassifier
Node-class
Class Node for Decision Tree
abalone
Abalone
USMLeastSquaresClassifierSSLR
General Interface for USMLeastSquaresClassifier (Updated Second Moment Least Squares Classifier) model
RandomForestSemisupervised-class
Class Random Forest
fit_x_u
fit_x_u object
fit.model_sslr
Fit with formula and data
cclsSSLR
General Interface Pairwise Constrained Clustering By Local Search
calculate_gini
Function calculate gini
democraticG
Democratic generic method
best_split
An S4 method to best split
breast
Breast
fit_random_forest,RandomForestSemisupervised-method
Fit Random Forest
knn_regression
knn_regression
WellSVMSSLR
General Interface for WellSVM model
SSLRRandomForest
General Interface Random Forest model
get_centers.model_sslr_fitted
Cluster labels
get_centers
Get centers model of clustering
check_value
Check value in leaf
cluster_labels.model_sslr_fitted
Cluster labels
democratic
General Interface for Democratic model
TSVMSSLR
General Interface for TSVM (Transductive SVM classifier using the convex concave procedure) model
coBC
General Interface for CoBC model
democraticCombine
Combining the hypothesis of the classifiers
predict,DecisionTreeClassifier-method
Function to predict inputs in Decision Tree
lcvqeSSLR
General LCVQE Algorithm
predict.EMNearestMeanClassifierSSLR
Predict EMNearestMeanClassifierSSLR
predict,RandomForestSemisupervised-method
Function to predict inputs in Decision Tree
get_function
FUNCTION TO GET FUNCTION METHOD
check_xy_interface
Ceck interface x y
predictions
predictions unlabeled data
selfTrainingG
Self-training generic method
predict.snnrce
Predictions of the SNNRCE method
predict.EntropyRegularizedLogisticRegressionSSLR
Predict EntropyRegularizedLogisticRegressionSSLR
predict.snnrceG
Predictions of the SNNRCE method
predictions.model_sslr_fitted
Predictions of unlabeled data
setred
General Interface for SETRED model
grow_tree,DecisionTreeClassifier-method
Function grow tree
grow_tree
An S4 method to grow tree.
SSLRDecisionTree
General Interface Decision Tree model
get_function_generic
FUNCTION TO GET FUNCTION METHOD
constrained_kmeans
General Interface Constrained KMeans
coffee
Time series data set
load_RANN
Load parsnip
get_most_frequented
Get most frequented
newDecisionTree
Function to create DecisionTree
get_levels_categoric
Function to get gtoup from gini index
mpckmSSLR
General Interface MPC K-Means Algorithm
predict.LaplacianSVMSSLR
Predict LaplacianSVMSSLR
predict.LinearTSVMSSLR
Predict LinearTSVMSSLR
train_generic
FUNCTION TO TRAIN GENERIC MODEL
triTraining
General Interface for Tri-training model
best_split,DecisionTreeClassifier-method
Best Split function
coBCCombine
Combining the hypothesis
nullOrNumericOrCharacter-class
An S4 class to represent a class with more types values: null, numeric or character
oneNN
1-NN supervised classifier builder
predict.coBC
Predictions of the coBC method
load_RSSL
Load RSSL
predict.triTraining
Predictions of the Tri-training method
predict.WellSVMSSLR
Predict WellSVMSSLR
predict_inputs,DecisionTreeClassifier-method
Predict inputs Decision Tree
coBCG
CoBC generic method
coBCRegG
Generic Interface coBCReg model
coBCReg
General Interface coBCReg model
predict.RandomForestSemisupervised_fitted
Predictions of the SSLRDecisionTree_fitted method
triTrainingCombine
Combining the hypothesis
fit_x_u.model_sslr
Fit with x , y (labeled data) and unlabeled data (x_U)
ckmeansSSLR
General Interface COP K-Means Algorithm
triTrainingG
Tri-training generic method
predict.TSVMSSLR
Predict TSVMSSLR
seeded_kmeans
General Interface Seeded KMeans
predict.SSLRDecisionTree_fitted
Predictions of the SSLRDecisionTree_fitted method
predict.USMLeastSquaresClassifierSSLR
Predict USMLeastSquaresClassifierSSLR
selfTraining
General Interface for Self-training model
get_value_mean
Get value mean
predict.COREG
Predictions of the COREG method
fit_xy.model_sslr
Fit with x and y
get_x_y
FUNCTION TO GET REAL X AND Y WITH FORMULA AND DATA
predict.EMLeastSquaresClassifierSSLR
Predict EMLeastSquaresClassifierSSLR
cluster_labels
Get labels of clusters
predict.selfTraining
Predictions of the Self-training method
print.model_sslr
Print model SSLR
predict.setred
Predictions of the SETRED method
reexports
Objects exported from other packages
snnrce
General Interface for SNNRCE model
setredG
SETRED generic method
get_class_max_prob
Get most frequented
fit_decision_tree,DecisionTreeClassifier-method
Fit decision tree
get_class_mean_prob
Get mean probability over all trees as prob vector
fit_decision_tree
An S4 method to fit decision tree.
gini_prob
Function to compute Gini index
gini_or_variance
Gini or Variance by column
load_conclust
Load conclust
load_parsnip
Load parsnip
predict.OneNN
Model Predictions
predict.MCNearestMeanClassifierSSLR
Predict MCNearestMeanClassifierSSLR
predict.democratic
Predictions of the Democratic method
predict_inputs
An S4 method to predict inputs.
predict.model_sslr_fitted
Predictions of model_sslr_fitted class
predictions.GRFClassifierSSLR
predictions unlabeled data
wine
Wine recognition data