output_graphs_main: Plotting output of capacity estimation and additional...

In SLEMI: Statistical Learning Based Estimation of Mutual Information

Plotting output of capacity estimation and additional exploratory graphs.

Description

INPUT:

Usage

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

Value

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

SLEMI documentation built on Nov. 20, 2023, 1:06 a.m.