mplot3_roc: 'mplot3' ROC curves
In egenn/rtemis: Machine Learning and Visualization

mplot3_roc

R Documentation

`mplot3` ROC curves

Description

Plot ROC curve for a binary classifier

Usage

mplot3_roc(
  prob,
  labels,
  method = c("pROC", "rt"),
  type = "TPR.FPR",
  balanced.accuracy = FALSE,
  main = "",
  col = NULL,
  alpha = 1,
  cex = 1.2,
  lwd = 2.5,
  diagonal = TRUE,
  diagonal.lwd = 1,
  diagonal.lty = 1,
  diagonal.col = "red",
  group.legend = FALSE,
  annotation = TRUE,
  annotation.col = col,
  annot.line = NULL,
  annot.adj = 1,
  annot.font = 1,
  pty = "s",
  mar = c(2.5, 3, 2, 1),
  theme = rtTheme,
  palette = rtPalette,
  verbose = TRUE,
  par.reset = TRUE,
  filename = NULL,
  pdf.width = 5,
  pdf.height = 5
)

Arguments

`prob`	Numeric vector or list of numeric vectors [0, 1]: Predicted probabilities (e.g. c(.1, .8, .2, .9))
`labels`	Integer vector or list of integer vectors 0, 1: True labels (e.g. c(0, 1, 0, 1))
`method`	Character: "rt" or "pROC" will use rtROC and `pROC::roc` respectively to get points of the ROC.
`type`	Character: "TPR.FPR" or "Sens.Spec". Only changes the x and y labels. True positive rate vs. False positive rate and Sensitivity vs. Specificity.
`balanced.accuracy`	Logical: If TRUE, annotate the point of maximal Balanced Accuracy.
`main`	Character: Plot title.
`col`	Color, vector: Colors to use for ROC curve(s)
`alpha`	Numeric: Alpha transparency for lines
`cex`	Float: Character expansion factor.
`lwd`	Float: Line width.
`diagonal`	Logical: If TRUE, draw diagonal.
`diagonal.lwd`	Float: Line width for diagonal.
`diagonal.lty`	Integer: Line type for diagonal.
`diagonal.col`	Color: Color for diagonal.
`group.legend`	Logical: If TRUE, print group legend
`annotation`	Character: Add annotation at the bottom right of the plot
`annotation.col`	Color: Color for annotation.
`annot.line`	Numeric: Line position for annotation.
`annot.adj`	Numeric: Text adjustment for annotation.
`annot.font`	Integer: Font for annotation.
`pty`	Character: "s" gives a square plot; "m" gives a plot that fills graphics device size. Default = "m" (See `par("pty")`)
`mar`	Float, vector, length 4: Margins; see `par("mar")`
`theme`	Character: Run `themes()` for available themes
`palette`	Vector of colors, or Character defining a builtin palette - get options with `rtpalette()`
`verbose`	Logical: If TRUE, print messages to console.
`par.reset`	Logical: If TRUE, reset `par` setting before exiting.
`filename`	Path to file: If supplied, plot will be printed to file
`pdf.width`	Float: Width in inches for pdf output (if `filename` is set).
`pdf.height`	Float: Height in inches for pdf output.