Rdocumentation
powered by
Learn R Programming
⚠️
There's a newer version (6.0-94) of this package.
Take me there.
caret (version 3.45)
Classification and Regression Training
Description
Misc functions for training and plotting classification and regression models
Copy Link
Link to current version
Version
Version
6.0-94
6.0-93
6.0-92
6.0-91
6.0-90
6.0-89
6.0-88
6.0-86
6.0-85
6.0-84
6.0-83
6.0-82
6.0-81
6.0-80
6.0-79
6.0-78
6.0-77
6.0-76
6.0-73
6.0-72
6.0-71
6.0-70
6.0-68
6.0-64
6.0-62
6.0-58
6.0-57
6.0-52
6.0-47
6.0-41
6.0-37
6.0-35
6.0-34
6.0-30
6.0-29
6.0-24
6.0-22
6.0-21
5.17-7
5.16-24
5.16-04
5.15-61
5.15-052
5.15-048
5.15-045
5.15-044
5.15-023
5.14-023
5.13-037
5.13-20
5.12-04
5.11-06
5.10-13
5.09-012
5.09-006
5.08-011
5.07-024
5.07-005
5.07-001
5.05.004
5.04-007
5.03-003
5.02-011
5.01-001
4.99
4.98
4.92
4.91
4.90
4.89
4.88
4.87
4.85
4.83
4.78
4.77
4.76
4.75
4.73
4.72
4.70
4.69
4.68
4.67
4.65
4.64
4.63
4.62
4.61
4.60
4.59
4.58
4.57
4.54
4.53
4.51
4.49
4.48
4.47
4.45
4.44
4.43
4.42
4.41
4.39
4.37
4.36
4.34
4.33
4.31
4.30
4.27
4.26
4.25
4.24
4.23
4.20
4.19
4.18
4.17
4.16
4.15
4.12
4.11
4.10
4.08
4.06
4.05
3.51
3.45
3.37
3.32
3.25
3.21
3.16
3.13
3.12
3.08
2.29
2.27
Install
install.packages('caret')
Monthly Downloads
208,749
Version
3.45
License
GPL-2
Maintainer
Max Kuhn
Last Published
March 21st, 2023
Functions in caret (3.45)
Search all functions
createGrid
Tuning Parameter Grid
format.bagEarth
Format 'bagEarth' objects
Alternate Affy Gene Expression Summary Methods.
Generate Expression Values from Probes
dotPlot
Create a dotplot of variable importance values
bagEarth
Bagged Earth
predict.bagEarth
Predicted values based on bagged Earth and FDA models
confusionMatrix
Create a confusion matrix
mdrr
Multidrug Resistance Reversal (MDRR) Agent Data
pcaNNet.default
Neural Networks with a Principal Component Step
maxDissim
Maximum Dissimilarity Sampling
pottery
Pottery from Pre-Classical Sites in Italy
filterVarImp
Calculation of filter-based variable importance
plot.train
Plot Method for the train Class
applyProcessing
Data Processing on Predictor Variables (Deprecated)
caret-internal
Internal Functions
panel.needle
Needle Plot Lattice Panel
plotObsVsPred
Plot Observed versus Predicted Results in Regression and Classification Models
preProcess
Pre-Processing of Predictors
roc
Compute the points for an ROC curve
featurePlot
Wrapper for Lattice Plotting of Predictor Variables
bagFDA
Bagged FDA
oneSE
Selecting tuning Parameters
predictors
List predictors used in the model
train
Fit Predictive Models over Different Tuning Parameters
sensitivity
Calculate Sensitivity, Specificity and predictive values
predict.knn3
Predictions from k-Nearest Neighbors
tecator
Fat, Water and Protein Content of Maat Samples
aucRoc
Compute the area under an ROC curve
print.confusionMatrix
Print method for confusionMatrix
trainControl
Control parameters for train
oil
Fatty acid composition of commercial oils
normalize.AffyBatch.normalize2Reference
Quantile Normalization to a Reference Distribution
BloodBrain
Blood Brain Barrier Data
predict.train
Extract predictions and class probabilities from train objects
nearZeroVar
Identification of near zero variance predictors
plsda
Partial Least Squares Discriminant Analysis
postResample
Calculates performance across resamples
findCorrelation
Determine highly correlated variables
varImp
Calculation of variable importance for regression and classification models
knn3
k-Nearest Neighbour Classification
summary.bagEarth
Summarize a bagged earth or FDA fit
resampleSummary
Summary of resampled performance estimates
plotClassProbs
Plot Predicted Probabilities in Classification Models
plot.varImp.train
Plotting variable importance measures
findLinearCombos
Determine linear combinations in a matrix
histogram.train
Lattice functions for plotting resampling results
cox2
COX-2 Activity Data
normalize2Reference
Quantile Normalize Columns of a Matrix Based on a Reference Distribution
createDataPartition
Data Splitting functions
resampleHist
Plot the resampling distribution of the model statistics
spatialSign
Compute the multivariate spatial sign
print.train
Print Method for the train Class