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Ilya Shpitser

Identifiers

  • name variant Ilya Shpitser 0.60 · backfill

Papers (27)

  1. Exploiting independence constraints for efficient estimation of bounds on causal effects in the presence of unmeasured confounding stat.ME · 2026 · author #3
  2. Proximal Causal Inference for Hidden Outcomes stat.ME · 2026 · author #2
  3. Comparing Two Proxy Methods for Causal Identification stat.ME · 2025 · author #3
  4. Identification In Missing Data Models Represented By Directed Acyclic Graphs stat.ML · 2019 · author #3
  5. Causal Inference Under Interference And Network Uncertainty cs.LG · 2019 · author #3
  6. Conditionally-additive-noise Models for Structure Learning stat.ML · 2019 · author #3
  7. A Potential Outcomes Calculus for Identifying Conditional Path-Specific Effects stat.ME · 2019 · author #2
  8. Identification and Estimation of Causal Effects from Dependent Data stat.ME · 2019 · author #2
  9. Challenges of Using Text Classifiers for Causal Inference cs.CL · 2018 · author #2
  10. Estimation of Personalized Effects Associated With Causal Pathways cs.LG · 2018 · author #3
  11. Learning Optimal Fair Policies cs.LG · 2018 · author #3
  12. On semiparametric estimation of a path-specific effect in the presence of mediator-outcome confounding stat.ME · 2017 · author #2
  13. Personalizing Path-Specific Effects stat.ME · 2017 · author #1
  14. Fair Inference On Outcomes stat.ML · 2017 · author #2
  15. Quantifying an Adherence Path-Specific Effect of Antiretroviral Therapy in the Nigeria PEPFAR Program stat.AP · 2014 · author #2
  16. Causal Inference with a Graphical Hierarchy of Interventions stat.ME · 2014 · author #1
  17. Causal Graphs: Addressing the Confounding Problem Without Instruments or Ignorability stat.ME · 2014 · author #1
  18. Sparse Nested Markov models with Log-linear Parameters cs.LG · 2013 · author #1
  19. On the definition of a confounder stat.ME · 2013 · author #2
  20. Semiparametric theory for causal mediation analysis: Efficiency bounds, multiple robustness and sensitivity analysis math.ST · 2012 · author #2
  21. Parameter and Structure Learning in Nested Markov Models stat.ML · 2012 · author #1
  22. Identification of Conditional Interventional Distributions cs.AI · 2012 · author #1
  23. What Counterfactuals Can Be Tested cs.AI · 2012 · author #1
  24. Effects of Treatment on the Treated: Identification and Generalization stat.ME · 2012 · author #1
  25. Counterfactual Graphical Models for Longitudinal Mediation Analysis with Unobserved Confounding math.ST · 2012 · author #1
  26. On the Validity of Covariate Adjustment for Estimating Causal Effects stat.ME · 2012 · author #1
  27. An Efficient Algorithm for Computing Interventional Distributions in Latent Variable Causal Models cs.LG · 2012 · author #1

Mentions

  • 1309.6863 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1304.0564 #2 · backfill · confidence 0.70 Ilya Shpitser
  • 1210.4654 #2 · backfill · confidence 0.70 Ilya Shpitser
  • 1207.5058 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1206.6876 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1206.5294 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1205.2615 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1205.0241 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1203.3515 #1 · backfill · confidence 0.70 Ilya Shpitser
  • 1202.3763 #1 · backfill · confidence 0.70 Ilya Shpitser

Frequent Coauthors