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

  1. Statistics and Causal Inference
    Paul W. Holland — 1986 · Journal of the American Statistical Association · 5,285 citations
  2. Statistics and Causal Inference
    Paul W. Holland — 1986 · Journal of the American Statistical Association · 1,070 citations
  3. An Introduction to Causal Inference
    Judea Pearl — 2010 · The International Journal of Biostatistics · 752 citations
  4. A Survey on Causal Inference
    Liuyi Yao, Zhixuan Chu, Sheng Li et al. — 2021 · ACM Transactions on Knowledge Discovery from Data · 485 citations
  5. Causation and Causal Inference in Epidemiology
    Kenneth Jay Rothman, Sander Greenland — 2005 · American Journal of Public Health · 1,263 citations
  6. Causal inference in statistics: An overview
    Judea Pearl — 2009 · Statistics Surveys · 2,326 citations
  7. Causal inference in perception
    Ladan B. Shams, Ulrik Beierholm — 2010 · Trends in Cognitive Sciences · 400 citations
  8. Causal Inference
    Kun Kuang, Lian Li, Zhi Geng et al. — 2020 · Engineering · 133 citations
  9. Causal Inference in Multisensory Perception
    Konrad Paul Kording, Ulrik Beierholm, Wei Ji Ma et al. — 2007 · PLoS ONE · 1,066 citations
  10. Improving Causal Inference
    Thad Dunning — 2007 · Political Research Quarterly · 353 citations
  11. Causal Inference and Observational Research
    Matt K. McGue, Merete Osler, Kaare Christensen — 2010 · Perspectives on Psychological Science · 528 citations
  12. On causal inference in the presence of interference
    Eric J. Tchetgen Tchetgen, Tyler J. VanderWeele — 2010 · Statistical Methods in Medical Research · 419 citations