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Kosuke Imai

  1. Unpacking the Black Box of Causality: Learning about Causal Mechanisms from Experimental and Observational Studies
    2011/11/01 by KOSUKE IMAI, Kosuke Imai, LUKE KEELE +5 · 103 citations
    Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Qualitative Comparative Analysis Research #Survey Sampling and Estimation Techniques
  2. Explaining Support for Combatants during Wartime: A Survey Experiment in Afghanistan
    2013/11/01 by Jason Lyall, JASON LYALL, GRAEME BLAIR +3 · 21 citations
    Social Sciences · #Terrorism, Counterterrorism, and Political Violence #Political Conflict and Governance #Gender, Security, and Conflict
  3. Identification, Inference and Sensitivity Analysis for Causal Mediation Effects
    2010/02/01 by Kosuke Imai, Luke Keele, Teppei Yamamoto · 16 citations
  4. Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference
    2007/01/01 by Daniel E. Ho, Kosuke Imai, Gary King +1 · 14 citations
  5. When Should We Use Unit Fixed Effects Regression Models for Causal Inference with Longitudinal Data?
    2019/03/07 by Kosuke Imai, In Song Kim · 1 voice · 12 citations
    Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods and Bayesian Inference
  6. Robust Estimation of Causal Effects via High-Dimensional Covariate Balancing Propensity Score
    2018/12/20 by Yang Ning, Ning, Yang, Sida Peng +3 · 9 citations
    Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
  7. On the Use of Two-Way Fixed Effects Regression Models for Causal Inference with Panel Data
    2020/11/12 by Kosuke Imai, In Song Kim · 6 citations
  8. 8. Misunderstandings Between Experimentalists and Observationalists About Causal Inference
    2008/03/10 by Kosuke Imai, Gary King, Elizabeth A. Stuart · 2 citations
    Mathematics · #Advanced Causal Inference Techniques
  9. Improving Ecological Inference by Predicting Individual Ethnicity from Voter Registration Records
    2016/01/01 by Kosuke Imai, Kabir Khanna · 2 citations
  10. Policy Learning with Asymmetric Counterfactual Utilities
    2022/06/21 by Eli Ben‐Michael, Ben-Michael, Eli, Kosuke Imai +3 · 3 citations
    Decision Sciences · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Decision-Making and Behavioral Economics #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  11. Individualized Policy Evaluation and Learning under Clustered Network Interference
    2023/11/04 by Yi Zhang, Zhang, Yi, Kosuke Imai +1 · 4 citations
    Physics and Astronomy · #Opinion Dynamics and Social Influence
  12. Causal Inference with Spatio-temporal Data: Estimating the Effects of Airstrikes on Insurgent Violence in Iraq
    2020/03/30 by Georgia Papadogeorgou, Papadogeorgou, Georgia, Kosuke Imai +5 · 2 citations
    Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
  13. Minimax Regret Estimation for Generalizing Heterogeneous Treatment Effects with Multisite Data
    2024/12/15 by Yi Zhang, Zhang, Yi, Melody Huang +3 · 1 voice · 2 citations
    Mathematics · #Statistical Methods and Inference #Advanced Causal Inference Techniques
  14. Dynamic Stochastic Blockmodel Regression for Network Data: Application to International Militarized Conflicts
    2021/03/01 by Santiago Olivella, Olivella, Santiago, Tyler Pratt +3 · 1 citation
    Physics and Astronomy · Social Sciences · #Applications (stat.AP) #Complex Network Analysis Techniques #FOS: Computer and information sciences #Opinion Dynamics and Social Influence #Social Capital and Networks #Social and Information Networks (cs.SI)
  15. Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments
    2022/03/28 by Kosuke Imai, Michael Lingzhi Li, Imai, Kosuke +1 · 1 citation
    Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods and Bayesian Inference
  16. Addressing Census data problems in race imputation via fully Bayesian Improved Surname Geocoding and name supplements
    2022/05/12 by Kosuke Imai, Santiago Olivella, Imai, Kosuke +3 · 1 citation
    Mathematics · Medicine · #Census and Population Estimation #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Global Cancer Incidence and Screening #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  17. Bayesian Safe Policy Learning with Chance Constrained Optimization: Application to Military Security Assessment during the Vietnam War
    2023/07/17 by Zeyang Jia, Eli Ben‐Michael, Jia, Zeyang +3 · 1 citation
    Computer Science · Mathematics · #Adversarial Robustness in Machine Learning #Advanced Causal Inference Techniques
  18. Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments
    2024/07/08 by Kosuke Imai, Michael Lingzhi Li · 1 citation
  19. Spatiotemporal causal inference with arbitrary spillover and carryover effects: Airstrikes and insurgent violence in the Iraq War
    2025/04/04 by Mitsuru Mukaigawara, Kosuke Imai, Mukaigawara, Mitsuru +5 · 2 voices
    #stat.ME #stat.AP