Principles and practice
of the analysis of multivariate data
Papers on observational studies and causal inference
- Cochran, W.G. (1965). The
planning of observational
studies in human populations
(with
discussion). J.R. Stat. Soc. A, 128, 234-265.
- Cox, D.R. and Wermuth, N. (2001). Causal inference
and statistical fallacies.
International Encyclopedia of the
Social and Behavioral Sciences.
P.B. Baltes and N.J. Smelser (eds). Elsevier,
Amsterdam, 3,
1554-1561.
- Cox, D.R. and Wermuth, N. (2004). Causality:
a statistical view.
International
Statistical Review, 72,
285-305.
- Dempster, A.P. (1990). Causality and statistics.
J.
Statistical Planning
and Inference, 25, 261-278.
- Holland, P.W. (1986). Statistics
and causal inference
(with discussion).
J. Amer. Statist. Assoc.,
81,
945-970.
- Rubin, D. (1974). Estimating causal effects of
treatments in randomized and
non-randomized studies. J. of Educational Psychology,
66,
688-701.
Papers on partial inversion and graphical models
Papers on confounding
Slides used in lectures
Data
sets
- Childhood adversities with information on mother only
- Childhood adversities with information on both parents
- Diabetes data
- Chronic pain data
- Environmental data
- Political attitude in Germany after reunification
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