3 ms·
http://ftp.cs.ucla.edu/pub/stat_ser/r402.pdf http://ftp.cs.ucla.edu/pub/stat_ser/r402.pdf Much better discussion of it than I offer. abstract: The do -calcul
by hessenwolf 13y ago
http://ftp.cs.ucla.edu/pub/stat_ser/r402.pdf http://ftp.cs.ucla.edu/pub/stat_ser/r402.pdf
Much better discussion of it than I offer.
abstract:
The
do
-calculus was developed in 1995 to facilitate the
identification of causal effects in non-parametric mod-
els. The completeness proofs of
[
Huang and Valtorta,
2006
]
and
[
Shpitser and Pearl, 2006
]
and the graphi-
cal criteria of
[
Tian and Shpitser, 2010
]
have laid this
identification problem to rest. Recent explorations un-
veil the usefulness of the
do
-calculus in three addi-
tional areas: mediation analysis
[
Pearl, 2012
]
, trans-
portability
[
Pearl and Bareinboim, 2011
]
and meta-
synthesis. Meta-synthesis (freshly coined) is the task
of fusing empirical results from several diverse stud-
ies, conducted on heterogeneous populations and un-
der different conditions, so as to synthesize an esti-
mate of a causal relation in some target environment,
potentially different from those under study. The talk
surveys these results with emphasis on the challenges
posed by meta-synthesis. For background material,
see
〈
http://bayes.cs.ucla.edu/csl http://bayes.cs.ucla.edu/csl
papers.html
〉