This function plots various diagnostics collected during the model fitting resulting from a call to owl() provided that diagnostics = TRUE.

plotDiagnostics(
  object,
  ind = max(object$diagnostics$penalty),
  xvar = c("time", "iteration"),
  yvar = c("objectives", "infeasibility"),
  ...
)

Arguments

object

an object of class "Owl".

ind

either "last"

xvar

what to place on the x axis. iteration plots each iteration, time plots the wall-clock time.

yvar

what to place on the y axis. objectives returns the primal and dual objectives whereas infeasibility returns the infeasibility metric.

...

other arguments that will be used to modify the call to lattice::xyplot()

Value

An object of class "trellis", which, unless stored in a variable, will be plotted when its default print() method is called.

Examples

x <- owl(abalone$x, abalone$y, sigma = 2, diagnostics = TRUE) plotDiagnostics(x)