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caret (version 7.0-1)

Classification and Regression Training

Description

Misc functions for training and plotting classification and regression models.

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install.packages('caret')

Monthly Downloads

221,361

Version

7.0-1

License

GPL (>= 2)

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Last Published

December 10th, 2024

Functions in caret (7.0-1)

caretSBF

Selection By Filtering (SBF) Helper Functions
downSample

Down- and Up-Sampling Imbalanced Data
dhfr

Dihydrofolate Reductase Inhibitors Data
findLinearCombos

Determine linear combinations in a matrix
findCorrelation

Determine highly correlated variables
filterVarImp

Calculation of filter-based variable importance
featurePlot

Wrapper for Lattice Plotting of Predictor Variables
knn3

k-Nearest Neighbour Classification
index2vec

Convert indicies to a binary vector
getSamplingInfo

Get sampling info from a train model
gafs_initial

Ancillary genetic algorithm functions
format.bagEarth

Format 'bagEarth' objects
knnreg

k-Nearest Neighbour Regression
learning_curve_dat

Create Data to Plot a Learning Curve
diff.resamples

Inferential Assessments About Model Performance
gafs.default

Genetic algorithm feature selection
dummyVars

Create A Full Set of Dummy Variables
dotPlot

Create a dotplot of variable importance values
histogram.train

Lattice functions for plotting resampling results
cars

Kelly Blue Book resale data for 2005 model year GM cars
icr.formula

Independent Component Regression
dotplot.diff.resamples

Lattice Functions for Visualizing Resampling Differences
calibration

Probability Calibration Plot
Sacramento

Sacramento CA Home Prices
classDist

Compute and predict the distances to class centroids
as.matrix.confusionMatrix

Confusion matrix as a table
bagEarth

Bagged Earth
pickSizeBest

Backwards Feature Selection Helper Functions
GermanCredit

German Credit Data
bag

A General Framework For Bagging
BloodBrain

Blood Brain Barrier Data
confusionMatrix.train

Estimate a Resampled Confusion Matrix
confusionMatrix

Create a confusion matrix
densityplot.rfe

Lattice functions for plotting resampling results of recursive feature selection
caret-internal

Internal Functions
bagFDA

Bagged FDA
avNNet

Neural Networks Using Model Averaging
BoxCoxTrans

Box-Cox and Exponential Transformations
cox2

COX-2 Activity Data
createDataPartition

Data Splitting functions