`install.packages('caret')`

148,125

4.47

GPL-2

August 5th, 2010

GermanCredit

German Credit Data

predictors

List predictors used in the model

mdrr

Multidrug Resistance Reversal (MDRR) Agent Data

cars

Kelly Blue Book resale data for 2005 model year GM cars

train

Fit Predictive Models over Different Tuning Parameters

knnreg

k-Nearest Neighbour Regression

xyplot.resamples

Lattice Functions for Visualizing Resampling Results

createDataPartition

Data Splitting functions

createGrid

Tuning Parameter Grid

findLinearCombos

Determine linear combinations in a matrix

as.table.confusionMatrix

Save Confusion Table Results

Alternate Affy Gene Expression Summary Methods.

Generate Expression Values from Probes

BloodBrain

Blood Brain Barrier Data

roc

Compute the points for an ROC curve

applyProcessing

Data Processing on Predictor Variables (Deprecated)

oil

Fatty acid composition of commercial oils

diff.resamples

Inferential Assessments About Model Performance

lattice.rfe

Lattice functions for plotting resampling results of recursive feature selection

nullModel

Fit a simple, non-informative model

spatialSign

Compute the multivariate spatial sign

oneSE

Selecting tuning Parameters

dotPlot

Create a dotplot of variable importance values

trainControl

Control parameters for train

predict.train

Extract predictions and class probabilities from train objects

resamples

Collation and Visualization of Resampling Results

caretFuncs

Backwards Feature Selection Helper Functions

normalize.AffyBatch.normalize2Reference

Quantile Normalization to a Reference Distribution

rfe

Backwards Feature Selection

sensitivity

Calculate sensitivity, specificity and predictive values

sbfControl

Control Object for Selection By Filtering (SBF)

confusionMatrix

Create a confusion matrix

plotObsVsPred

Plot Observed versus Predicted Results in Regression
and Classification Models

findCorrelation

Determine highly correlated variables

predict.bagEarth

Predicted values based on bagged Earth and FDA models

caret-internal

Internal Functions

classDist

Compute and predict the distances to class centroids

dhfr

Dihydrofolate Reductase Inhibitors Data

histogram.train

Lattice functions for plotting resampling results

pcaNNet.default

Neural Networks with a Principal Component Step

resampleSummary

Summary of resampled performance estimates

plotClassProbs

Plot Predicted Probabilities in Classification Models

caretSBF

Selection By Filtering (SBF) Helper Functions

tecator

Fat, Water and Protein Content of Meat Samples

varImp

Calculation of variable importance for regression and classification models

bag.default

A General Framework For Bagging

predict.knnreg

Predictions from k-Nearest Neighbors Regression Model

print.confusionMatrix

Print method for confusionMatrix

print.train

Print Method for the train Class

preProcess

Pre-Processing of Predictors

postResample

Calculates performance across resamples

bagEarth

Bagged Earth

plot.train

Plot Method for the train Class

sbf

Selection By Filtering (SBF)

cox2

COX-2 Activity Data

resampleHist

Plot the resampling distribution of the model statistics

plsda

Partial Least Squares and Sparse Partial Least Squares Discriminant Analysis

format.bagEarth

Format 'bagEarth' objects

plot.varImp.train

Plotting variable importance measures

bagFDA

Bagged FDA

aucRoc

Compute the area under an ROC curve

dotplot.diff.resamples

Lattice Functions for Visualizing Resampling Differences

icr.formula

Independent Component Regression

nearZeroVar

Identification of near zero variance predictors

knn3

k-Nearest Neighbour Classification

pottery

Pottery from Pre-Classical Sites in Italy

featurePlot

Wrapper for Lattice Plotting of Predictor Variables

filterVarImp

Calculation of filter-based variable importance

maxDissim

Maximum Dissimilarity Sampling

normalize2Reference

Quantile Normalize Columns of a Matrix Based on a Reference Distribution

predict.knn3

Predictions from k-Nearest Neighbors

panel.needle

Needle Plot Lattice Panel

rfeControl

Controlling the Feature Selection Algorithms

summary.bagEarth

Summarize a bagged earth or FDA fit