forked from insongkim/PanelMatch
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathDESCRIPTION
More file actions
executable file
·48 lines (48 loc) · 1.83 KB
/
DESCRIPTION
File metadata and controls
executable file
·48 lines (48 loc) · 1.83 KB
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
Package: PanelMatch
Type: Package
Title: Matching Methods for Causal Inference with Time-Series Cross-Section Data
Version: 0.0.1
Date: 2018-03-08
Authors@R: c(
person("In Song", "Kim", email = "insong@mit.edu", role = c("aut", "cre")),
person("Erik", "Wang", email = "haixiaow@Princeton.edu", role = c("aut")),
person("Kosuke", "Imai", email = "kimai@Princeton.edu", role = c("aut"))
)
Description: This R package provides a set of methodological tools
that enable researchers to apply matching methods to
time-series cross-section data. Imai, Kim, and Wang
(2018) proposes a nonparametric generalization of
difference-in-differences estimator, which does not rely
on the linearity assumption as often done in
practice. Researchers first select a method of matching
each treated observation from a given unit in a
particular time period with control observations from
other units in the same time period that have a similar
treatment and covariate history. These methods include
standard matching methods based on propensity score and
Mahalanobis distance as well as weighting methods such as
synthetic controls. Once matching is done, both
short-term and long-term average treatment effects for
the treated can be estimated with standard errors. The
package also offers a visualization technique that allows
researchers to assess the quality of matches by examining
the resulting covariate balance.
License: GPL(>= 3)
Imports:
Rcpp (>= 0.12.5),
data.table,
ggplot2,
CBPS,
stats,
MASS,
Matrix,
graphics,
methods
Depends:
R (>= 2.14.0)
SystemRequirements: C++11
LinkingTo: RcppArmadillo, Rcpp, RcppEigen
Encoding: UTF-8
LazyData: true
BugReports: https://github.com/insongkim/PanelMatch/issues
RoxygenNote: 6.0.1