1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
|
\section{\texttt{plot()}: Graphical Summaries of Balance}
\subsection{Plot options for the matchit object}
The \texttt{plot()} command allows you to check the distributions of
propensity scores and covariates in the assignment model, squares, and
interactions, and within each subclasses if specified.
\subsubsection{Syntax}
\begin{verbatim}
> plot(m.out, discrete.cutoff = 5, type = "QQ",
numdraws = 5000, interactive = TRUE, which.xs = NULL, ...)
\end{verbatim}
\subsubsection{Arguments}
\begin{itemize}
\item {\tt type}: type of output graph. \texttt{type = "QQ"}
(default) outputs empirical quantile-quantile plots of each
covariate to check balance of marginal distributions. Alternatively,
\texttt{type = "jitter"} outputs jitter plots of the propensity
score for treated and control units. Finally, \texttt{type="hist"} outputs
histograms of the propensity score in the original treated and control groups
and weighted histograms of the propensity score in the matched treated and control groups.
\item {\tt discrete.cutoff}: For quantile-quantile plots, discrete
covariates that take 5 or fewer values are jittered for visibility.
This may be changed by setting this argument to any other positive
integer.
\item {\tt interactive}: If \texttt{TRUE} (default), users can
identify individual units by clicking on the graph with the left
mouse button, and (when applicable) choose subclasses to plot.
\item {\tt which.xs}: For quantitle-quantile plots, specifies particular covariate names in a
character vector to plot only a subset of the covariates.
\item {\tt subclass}: If \texttt{interactive = FALSE}, users can
specify which subclass to plot.
\end{itemize}
\subsubsection{Output Values}
\begin{itemize}
\item Empirical quantile-quantile plot: This graph plots covariate
values that fall in (approximately) the same quantile of treated and
control distributions. Control unit quantile values are plotted on
the x-axis, and treated unit quantile values are plotted on the
y-axis. If values fall below the 45 degree line, control units
generally take lower values of the covariate. Data points that fall
exactly on the 45 degree line indicate that the marginal
distributions are identical.
\item Jitter plots: This graph plots jittered estimated propensity
scores of treated and control units. Dark diamonds indicate matched
units and grey diamonds indicate unmatched or discarded units. The
area of the diamond is proportional to the weights. Vertical lines
are plotted if subclassification is used.
\item Histograms: This graph plots histograms of the estimated propensity
scores in the original treated and control groups and weighted histograms of the estimated
propensity scores in the matched treated and control groups. Plots can be compared vertically to
quickly check the balance before and after matching.
\end{itemize}
\subsection{Plot options for the matchit summary object}
You can also send a matchit summary object to the \texttt{plot()} command, to obtain
a summary of the balance on each covariate before and after matching. The summary() object
must have been created using the option {\texttt standardize=TRUE}. The idea for this plot
came from the ``twang" package by McCaffrey, Ridgeway, and Morral.
\subsubsection{Syntax}
\begin{verbatim}
> s.out <- summary(object, standardize=TRUE, ...)
> plot(s.out, ...)
\end{verbatim}
\subsubsection{Arguments}
\begin{itemize}
\item {\tt interactive}: If \texttt{TRUE} (default), users can
identify individual variables by clicking on the graph with the left
mouse button.
\end{itemize}
\subsubsection{Output Values}
\begin{itemize}
\item Line plot of standardized differences in means before and after matching.
Numbers plotted are those output by the summary() command in the sum.all and sum.matched
objects.
\end{itemize}
%%% Local Variables:
%%% mode: latex
%%% TeX-master: "matchit"
%%% End:
|
