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Collaborative targeted learning using regression shrinkage

  • Published:2017-11-02 Issue:4 Volume:37 Page:530-543
  • ISSN:0277-6715
  • Container-title:Statistics in Medicine
  • language:en
  • Short-container-title:Statistics in Medicine

Author:

Schnitzer Mireille E.1ORCID,Cefalu Matthew2

Affiliation:

1. Faculty of Pharmacy; Université de Montréal; Montreal Quebec H3T 1J4 Canada

2. RAND Corporation; Santa Monica CA 90401-3208 USA

Funder

Natural Sciences and Engineering Research Council of Canada

Canadian Institutes of Health Research

Faculté de pharmacie at Université de Montréal

Publisher

Wiley

Subject

Statistics and Probability,Epidemiology

Reference44 articles.

1. Covariate selection for the nonparametric estimation of an average treatment effect;De Luna;Biometrika,2011

2. Cefalu M Dominici F Parmigiani G A model averaged double robust estimator. Technical Report 2014

3. On model selection and model misspecification in causal inference;Vansteelandt;Stat Methods Med Res,2012

4. An application of collaborative targeted maximum likelihood estimation in causal inference and genomics;Gruber;The Int J Biostatistics,2010

5. High-dimensional propensity score adjustment in studies of treatment effects using health care claims data;Schneeweiss;Epidemiol,2009

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