Causal inference — citation graph of key research
Explore the most influential research on causal inference as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on causal inference
- Experimental and quasi-experimental designs for generalized causal inference
William R. Shadish, Thomas D. Cook, Donald T. Campbell — 2002 · 13,408 citations - Statistics and Causal Inference
Paul W. Holland — 1986 · Journal of the American Statistical Association · 5,120 citations - The MR-Base platform supports systematic causal inference across the human phenome
Gibran Hemani, Jie Zheng, Benjamin Elsworth et al. — 2018 · eLife · 8,503 citations - Marginal Structural Models and Causal Inference in Epidemiology
James M. Robins, Miguel A. Hernán, Babette Brumback — 2000 · Epidemiology · 5,579 citations - Matching Methods for Causal Inference: A Review and a Look Forward
Elizabeth A. Stuart — 2010 · Statistical Science · 5,405 citations - Mendelian randomization: Using genes as instruments for making causal inferences in epidemiology
Debbie A. Lawlor, Roger Harbord, Jonathan A C Sterne et al. — 2007 · Statistics in Medicine · 5,012 citations - Mendelian randomization: genetic anchors for causal inference in epidemiological studies
George Davey Smith, Gibran Hemani — 2014 · Human Molecular Genetics · 5,104 citations - <b>MatchIt</b>: Nonparametric Preprocessing for Parametric Causal Inference
Daniel E. Ho, Kosuke Imai, Gary King et al. — 2011 · Journal of Statistical Software · 4,406 citations - Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
Daniel E. Ho, Kosuke Imai, Gary King et al. — 2007 · Political Analysis · 4,365 citations - Causal inference in statistics: An overview
Judea Pearl — 2009 · Statistics Surveys · 2,351 citations - Causal Inference without Balance Checking: Coarsened Exact Matching
Stefano M. Iacus, Gary King, Giuseppe Porro — 2011 · Political Analysis · 3,561 citations - Causal Inference Using Potential Outcomes
Donald B. Rubin — 2005 · Journal of the American Statistical Association · 2,186 citations