caret: Machine Learning

In hyunsooseol/snowCluster: Multivariate Analysis

Machine Learning

Description

Machine Learning

Usage

caret(
  data,
  dep,
  covs,
  facs,
  trans = "bagImpute",
  method = "pls",
  cm1 = "ctree",
  mecon = "cv",
  number = 10,
  repeats = 5,
  tune = 10,
  per = 0.7,
  over1 = TRUE,
  over = FALSE,
  cla = FALSE,
  cla1 = FALSE,
  tra = TRUE,
  tes = FALSE,
  plot = FALSE,
  plot1 = FALSE,
  plot2 = FALSE,
  plot3 = FALSE,
  plot4 = FALSE,
  plot5 = FALSE,
  plot6 = FALSE,
  plot7 = FALSE,
  ml = "pls,ctree,knn,rf",
  me = "cv",
  num = 10,
  rep = 5,
  tune1 = 10,
  accu = FALSE,
  kapp = FALSE,
  width = 500,
  height = 500,
  width1 = 500,
  height1 = 500,
  width2 = 500,
  height2 = 500,
  width3 = 500,
  height3 = 500,
  width4 = 500,
  height4 = 500,
  width5 = 500,
  height5 = 500,
  width6 = 500,
  height6 = 500,
  width7 = 500,
  height7 = 500,
  plot8 = FALSE,
  width8 = 500,
  height8 = 500
)

Arguments

data	.
dep	.
covs	.
facs	.
trans	.
method	.
cm1	.
mecon	.
number	.
repeats	.
tune	.
per	.
over1	.
over	.
cla	.
cla1	.
tra	.
tes	.
plot	.
plot1	.
plot2	.
plot3	.
plot4	.
plot5	.
plot6	.
plot7	.
ml	.
me	.
num	.
rep	.
tune1	.
accu	.
kapp	.
width	.
height	.
width1	.
height1	.
width2	.
height2	.
width3	.
height3	.
width4	.
height4	.
width5	.
height5	.
width6	.
height6	.
width7	.
height7	.
plot8	.
width8	.
height8	.

Value

A results object containing:

results$instructions					a html
results$text1					a preformatted
results$text					a preformatted
results$over1					a table
results$over					a table
results$tra					a table
results$tes					a table
results$cla1					a table
results$cla					a table
results$plot2					an image
results$plot8					an image
results$plot					an image
results$plot4					an image
results$plot1					an image
results$plot3					an image
results$plot5					an image
results$plot6					an image
results$mf$accu					a table
results$mf$kapp					a table
results$plot7					an image
results$pred					an output

Tables can be converted to data frames with asDF or as.data.frame. For example:

results$over1$asDF

as.data.frame(results$over1)

hyunsooseol/snowCluster documentation built on April 5, 2025, 2:06 a.m.