Causality, mediation and time: a dynamic viewpoint

A martingale approach to continuous-time marginal structural models

(2011) Kjetil Røysland   BERNOULLI

Direct and Indirect Effects in a Survival Context

(2011) Theis Lange et al.   EPIDEMIOLOGY

Estimation of direct effects for survival data by using the Aalen additive hazards model

(2011) Torben Martinussen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A dynamic approach for reconstructing missing longitudinal data using the linear increments model

(2010) Odd O. Aalen et al.   BIOSTATISTICS

An Introduction to Causal Inference

(2010) Judea Pearl  

Graphical models for marked point processes based on local independence

(2010) Vanessa Didelez   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A sequential Cox approach for estimating the causal effect of treatment in the presence of time-dependent confounding applied to data from the Swiss HIV Cohort Study

(2010) Jon Michael Gran et al.   STATISTICS IN MEDICINE

Mediation and mechanism

(2009) Tyler J. VanderWeele   EUROPEAN JOURNAL OF EPIDEMIOLOGY

Opening the Black Box: a motivation for the assessment of mediation

(2009) Danella M Hafeman et al.   INTERNATIONAL JOURNAL OF EPIDEMIOLOGY

A general dynamical statistical model with causal interpretation

(2009) Daniel Commenges et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

On Granger causality and the effect of interventions in time series

(2009) Michael Eichler et al.   LIFETIME DATA ANALYSIS

Dynamic path analysis for event time data: large sample properties and inference

(2009) T. Martinussen   LIFETIME DATA ANALYSIS

Mediation and moderation of treatment effects in randomised controlled trials of complex interventions

(2009) Richard Emsley et al.   STATISTICAL METHODS IN MEDICAL RESEARCH

Causal Modelling and Brain Connectivity in Functional Magnetic Resonance Imaging

(2009) Karl Friston   PLOS BIOLOGY

Econometric Causality

(2008) James J. Heckman   INTERNATIONAL STATISTICAL REVIEW

Estimation of controlled direct effects

(2008) Sylvie Goetgeluk et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Repositioning HIV protease inhibitors as cancer therapeutics

(2008) Wendy B Bernstein et al.   Current Opinion in HIV and AIDS