output_graphs_main function

Plotting output of capacity estimation and additional exploratory graphs.

INPUT:

output_graphs_main(
  data,
  signal,
  response,
  side_variables,
  cc_output,
  output_path,
  height = 4,
  width = 6
)

Arguments

• data: is a data.frame object
• signal: is a character object that indicates columns of data that should be treated as channel's input
• response: is a character vector that indicates columns of data that should be treated as channel's output
• side_variables: is a character vector that indicates side variables' columns of data
• cc_output: a list that is a standard output of capacity_logreg_algorithm function
• output_path: character giving the directory, where graphs should be saved
• height: integer indicating the height of a single plot
• width: integer indicating the width of a single plot

Returns

A list with ggplot or gtable object. Each plot is also saved in output_path directory in separate pdfs files which include:

• MainPlot.pdf - a simple summary plot with basic distribution visualization and capacity estimate
• MainPlot_full.pdf - a comprehensive summary plot with distribution visualization and capacity estimate
• capacity.pdf - a diagram presenting the capacity estimates
• io_relation.pdf - a graph with input-output relation
• kdensities.pdf - kernel density estimator of data distribution
• histograms.pdf - histograms of data
• boxplots.pdf - boxplots of data
• violin.pdf - violin plots of data