cemspace: Exploration tool for CEM

In cem: Coarsened Exact Matching

Exploration tool for CEM

Description

Exploration tool for CEM

Usage

cemspace(treatment=NULL, data = NULL, R=100, grouping = NULL, drop=NULL,
L1.breaks = NULL, L1.grouping=NULL, plot = TRUE, fixed = NULL, 
minimal = 1, maximal = 5, M=250, raw.profile=NULL, keep.weights=FALSE,
verbose=1) 

Arguments

treatment	character, name of the treatment variable.
data	a data.frame.
verbose	integer, controls output.
R	number of possible random coarsening for the CEM.
grouping	named list, each element of which is a list of groupings for a single categorical variable. For more details see cem.
drop	a vector of variable names in the data frame to ignore during matching
L1.breaks	list of cutpoints for the calculation of the L1 measure.
L1.grouping	as grouping but only needed in the calculation of the L1 measure not in matching.
plot	plot the space of solutions?
fixed	vector of variable names which will not be relaxed.
minimal	the minimal number of intervals acceptable after relaxation. Should be a nameed list of positive integers or if a number, this is applied to all variables.
maximal	the maximal number of intervals acceptable after relaxation. Should be a nameed list of positive integers or if a number, this is applied to all variables.
M	number of possible random coarsening for the L1 measure
raw.profile	an object of class L1profile. If passed, the L1.breaks are ignored and set to median cutpoints of L1 profile.
keep.weights	if TRUE, for each matching solutions the CEM-weights are stored.

Details

This is a tool to help the user to explore different cem solutions by choosing random coarsenings. The algorithm tries R random choiches of coarsenings into intervals between minimal and maximal for numerical, integer or ordered factors. It drops or include dichotomous or boolean variables.

Calling directly plot on the output of cemspace has the same effect of calling directly imbspace.plot.

If you want to relax a given cem solution, use the function imbspace instead.

Value

val	an invisible object of class imbalance.space.

Author(s)

Stefano Iacus, Gary King, and Giuseppe Porro

References

Iacus, King, Porro (2011) doi: 10.1198/jasa.2011.tm09599

Iacus, King, Porro (2012) doi: 10.1093/pan/mpr013

Iacus, King, Porro (2019) doi: 10.1017/pan.2018.29

See Also

imbspace.plot, cemspace

Examples

data(LL)
set.seed(123)
tmp <- cemspace("treated", LL, drop="re78", M=50)

cem documentation built on Sept. 8, 2022, 5:09 p.m.