imbspace: Diagnostic tool for CEM

In cem: Coarsened Exact Matching

Diagnostic tool for CEM

Description

Diagnostic tools for CEM

Usage

imbspace(obj, data, depth = 1, L1.breaks = NULL, 
plot = TRUE, fixed = NULL, minimal = 1, maximal = 6,
M=250, raw.profile=NULL, verbose=1) 

Arguments

obj	an object of class cem.match
data	the original data.
depth	if 1, relaxes up to dropping one var, if 2 relaxes (up to dropping) two vars, etc.
L1.breaks	list of cutpoints for the calculation of the L1 measure.
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	and object of class L1profile. If passed, the L1.breaks are ignored.
verbose	integer, controls output.

Details

This is a diagnostic tool to help the user in the search of different choices of coarsenings. The algorithm tries all possible combination of coarsenings into intervals between minimal and maximal one variable at time, for pairs, triplets, etc depending on the value of depth.

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

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

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