plot_overlap_pScores: Plot the overlap via propensity score method

In plotBart: Diagnostic and Plotting Functions to Supplement 'bartCause'

Plot the overlap via propensity score method

Description

Plot histograms showing the overlap between propensity scores by treatment status.

Usage

plot_overlap_pScores(
  .data,
  treatment,
  response,
  confounders,
  plot_type = c("histogram", "density"),
  pscores = NULL,
  ...
)

Arguments

.data	dataframe
treatment	character. Name of the treatment column within .data
response	character. Name of the response column within .data
confounders	character list of column names denoting confounders within .data
plot_type	the plot type, one of c('Histogram', 'Density')
pscores	propensity scores. If not provided, then propensity scores will be calculated using BART
...	additional arguments passed to 'bartCause::bartc' propensity score calculation

Value

ggplot object

Author(s)

George Perrett, Joseph Marlo

See Also

plot_overlap_vars

Examples

data(lalonde)
plot_overlap_pScores(
 .data = lalonde,
 treatment = 'treat',
 response = 're78',
 confounders = c('age', 'educ'),
 plot_type = 'histogram',
 pscores = NULL,
 seed = 44
)

plotBart documentation built on May 27, 2022, 9:12 a.m.