Renders plots for exampleRun objects, either in 1D or 2D, or exampleRunMultiObj objects.

The graphical output depends on the target function at hand. - For 1D numeric functions the upper plot shows the true function (if known), the model and the (infill) points. The lower plot shows the infill criterion. - For 2D mixed target functions only one plot is displayed. - For 2D numeric only target functions up to four plots are presented to the viewer: - levelplot of the true function landscape (with [infill] points), - levelplot of the model landscape (with [infill] points), - levelplot of the infill criterion - levelplot of the standard error (only if learner supports standard error estimation). - For bi-criteria target functions the upper plot shows the target space and the lower plot displays the x-space.

renderExampleRunPlot(
  object,
  iter,
  densregion = TRUE,
  se.factor = 1,
  single.prop.point.plots = FALSE,
  xlim = NULL,
  ylim = NULL,
  point.size = 3,
  line.size = 1,
  trafo = NULL,
  colors = c("red", "blue", "green"),
  ...
)

Arguments

object	[`function`] `MBOExampleRun` or `MBOExampleRunMultiObj` object.
iter	[`integer`] Selected iteration of `object` to render plots for.
densregion	[`logical(1)`] Should the background be shaded? Default is `TRUE`. Only used if learner supports computation of standard error.
se.factor	[`numeric(1)`] If the model provides local standard error estimation, in addition to the mean response `yhat(x) +- se.factor * se(x)` is plotted above and below. Default is 1.
single.prop.point.plots	[`logical(1)`] Parameter for MOI-MBO Multi-point proposal: Should every proposed point be displayed in a single plot - or one plot per Iteration? Default is FALSE indicating single plots per proposed points.
xlim	[`numeric(2)`] For 1D: `xlim` parameter for first and second plot. Default is range of x-values evaluated in run object `object`.
ylim	[`numeric(2)`] For 1D: `ylim` parameter for first plot, for the second plot `ylim` is always set automatically, depending on the range of the evaluated infill criterion. Default for the first plot is a heuristic to have the true function and `yhat(x) +- se.factor2 * se(x)` both in the plot. Note that this heuristic might change the `ylim` setting between plot iterations.
point.size	[`numeric(1)`] Point size for plotted points. Default is 3.
line.size	[`numeric(1)`] Line width of the graphs of plotted functions.
trafo	[`list`] List of transformation functions of type `MBOTrafoFunction` for the different plots. For 1D: The list elements should be named with “y” (applied to objective function and model) or “crit” (applied to the criterion). Only applied to plots with numeric parameters. For 2D: The list should contain at least one element “y”, “yhat”, “crit” or “se”. This way one can specify different transformations for different plots. If a single function is provided, this function is used for all plots.
colors	[`character(3)`] Specify colors for point in the plots. Must be a vector of length 3, each element a color for the type design, prop and seq respectively. Default is red for the initial design, blue for already proposed points and green for the actual iteration.
...	[any] Currently not used.

Value

[list]. List containing separate ggplot object. The number of plots depends on the type of MBO problem. See the description for details.