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[][]\OT1/cmr/m/n/10.95 David Flo-rence Pro-fes-sor of Gov-ern-ment, Har-vard Un
i-ver-sity (In-sti-tute for Quan-ti-ta-
[]
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ver-sity, Cam-bridge MA 02138;
[]
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[][]\OT1/cmr/m/n/10.95 Assistant Pro-fes-sor, De-part-ments of Men-tal Health a
nd Bio-statis-tics, Johns Hop-kins
[]
[1
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[2]
Chapter 1.
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Chapter 2.
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] [6] [7]) [8]
Chapter 3.
(./preprocess.tex [9
]
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\OT1/cmr/m/n/12 scribed be-low, by leav-ing the de-fault of \OT1/cmtt/m/n/12 me
thod = "nearest" \OT1/cmr/m/n/12 but adding the op-tion \OT1/cmtt/m/n/12 subcla
ss\OT1/cmr/m/n/12 .
[]
[10] [11]
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192.
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[]\OT1/cmtt/m/n/12 > m.out <- matchit(treat ~ age + educ + black + hispan + mar
ried + nodegree +[]
[]
Package natbib Warning: Citation `IacKinPor08' on page 12 undefined on input li
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<figs/jitterplotnn.pdf, id=479, 433.62pt x 289.08pt>
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<use figs/hist.pdf>) (./matchit2zelig.tex [14] [15 <./figs/jitterplotnn.pdf> <.
/figs/qqplotnn1.pdf> <./figs/hist.pdf>] [16]
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[]\OT1/cmtt/m/n/12 > z.out <- zelig(re78 ~ treat + age + educ + black + hispan
+ nodegree +
[]
[17]
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[] \OT1/cmtt/m/n/12 married + re74 + re75, method = "neares
t", data = lalonde)[]
[]
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[] \OT1/cmtt/m/n/12 married + re74 + re75, data = match.data(
m.out1, "control"),[]
[]
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\OT1/cmr/m/n/12 prob-a-bly be changed to in-clude all the data in this es-ti-ma
-tion (us-ing \OT1/cmtt/m/n/12 data = match.data(m.out1)
[]
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[]\OT1/cmtt/m/n/12 > x.out1 <- setx(z.out1, data = match.data(m.out1, "treat")
, cond = TRUE)
[]
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[] \OT1/cmtt/m/n/12 married + re74 + re75, data = match.data(
m.out1, "treat"),[]
[]
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[]\OT1/cmtt/m/n/12 > x.out2 <- setx(z.out2, data = match.data(m.out1, "control
"), cond = TRUE)
[]
[18] [19]
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[]\OT1/cmtt/m/n/12 > weighted.mean(mdata$re78[mdata$treat == 1], mdata$weights
[mdata$treat==1])[]
[]
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[] \OT1/cmtt/m/n/12 - weighted.mean(mdata$re78[mdata$treat==0], mdata$w
eights[mdata$treat==0])[]
[]
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[]\OT1/cmtt/m/n/12 > zelig(re78 ~ treat + black + hispan + educ, data = m.data
, model = "ls",[]
[]
[20]) [21]
Chapter 4.
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\OT1/cmr/m/n/12 pack-age. See \OT1/cmtt/m/n/12 help(fullmatch) \OT1/cmr/m/n/12
or []http://www.stat.lsa.umich.edu/~bbh/optmatch.html[]
[]
[26]
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[]\OT1/cmtt/m/n/12 ...\OT1/cmr/m/n/12 : Ad-di-tional in-puts that can be passed
to the \OT1/cmtt/m/n/12 fullmatch() \OT1/cmr/m/n/12 func-tion in the \OT1/cmtt
/m/n/12 optmatch
[]
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[]\OT1/cmtt/m/n/12 model\OT1/cmr/m/n/12 : the out-put of the model used to es-t
i-mate the dis-tance mea-sure. \OT1/cmtt/m/n/12 summary(m.out$model)
[]
[27]) (./summaryref.tex
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[]\OT1/cmtt/m/n/12 summary(object, interactions = FALSE, addlvariables = NULL,
standardize = FALSE, ...)[]
[]
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\OT1/cmr/m/n/12 and only the co-vari-ates them-selves when \OT1/cmtt/m/n/12 int
eractions = FALSE\OT1/cmr/m/n/12 , (DE-FAULT = \OT1/cmtt/m/n/12 FALSE\OT1/cmr/m
/n/12 ).
[]
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\OT1/cmr/m/n/12 vari-ates $\OML/cmm/m/it/12 X$ \OT1/cmr/m/n/12 and their in-ter
-ac-tions, where \OT1/cmtt/m/n/12 Means Treated$\OT1/cmr/m/n/12 = \OML/cmm/m/it
/12 ^^V[] \OT1/cmr/m/n/12 = [] [][] \OML/cmm/m/it/12 w[]X[]$
[]
) (./plotref.tex [30] [31]) (./mdataref.tex [32]
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[]\OT1/cmtt/m/n/12 > unmatched.data <- lalonde[!row.names(lalonde)%in%row.names
(match.data(m.out1)),][]
[]
[33]) (./faq.tex [34]
Chapter 5.
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Chapter 6.
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[]\OT1/cmr/bx/n/12 2.4-7 \OT1/cmr/m/n/12 (Au-gust 4, 2008): Fixed mi-nor bug in
sub-clas-si-fi-ca-tion (thanks to Ben Domingue)
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[]\OT1/cmr/m/n/12 Diamond, A. and Sekhon, J. (2005), ``Ge-netic Match-ing for E
s-ti-mat-ing Causal
[]
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\OT1/cmr/m/n/12 Ef-fects: A New Method of Achiev-ing Bal-ance in Ob-ser-va-tion
al Stud-ies,''
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