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High-dimensional multivariate mediation with application to neuroimaging data

Published:2017-06-15 Issue:2 Volume:19 Page:121-136
ISSN:1465-4644
Container-title:Biostatistics
language:en
Short-container-title:

Author:

Chén Oliver Y¹,Crainiceanu Ciprian¹,Ogburn Elizabeth L¹,Caffo Brian S¹,Wager Tor D²,Lindquist Martin A³

Affiliation:

1. Department of Biostatistics, Johns Hopkins University, USA

2. Department of Psychology and Neuroscience, University of Colorado Boulder, 345 UCB, Boulder, CO 80309-0345, USA

3. Department of Biostatistics, Johns Hopkins University, 615 N Wolfe St, Baltimore, MD 21205, USA

Funder

NIH

NSF

Publisher

Oxford University Press (OUP)

Link

http://academic.oup.com/biostatistics/article-pdf/19/2/121/24268714/kxx027.pdf

Reference45 articles.

1. Mediation analysis via potential outcomes models.;Albert;Statistics in medicine,2008

2. Generalized causal mediation analysis.;Albert;Biometrics,2011

3. Principal component analysis of the dynamic response measured by fMRI: a generalized linear systems framework.;Andersen;Magnetic Resonance Imaging,1999

4. Identification of causal effects using instrumental variables.;Angrist;Journal of the American Statistical Association,1996

5. Human brain mechanisms of pain perception and regulation in health and disease.;Apkarian;European Journal of Pain,2005

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