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Wager, Stefan

  1. Estimation and Inference of Heterogeneous Treatment Effects using Random Forests
    2015/10/14 by Stefan Wager, Susan Athey, Wager, Stefan +1 · 2 voices · 110 citations
    Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods in Clinical Trials #math.ST #stat.ME #stat.ML
  2. Synthetic Difference in Differences
    2018/12/24 by Dmitry Arkhangelsky, Susan Athey, Arkhangelsky, Dmitry +7 · 62 citations
    Mathematics · Economics, Econometrics and Finance · #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  3. Quasi-Oracle Estimation of Heterogeneous Treatment Effects
    2017/12/13 by Xinkun Nie, Stefan Wager, Nie, Xinkun +1 · 65 citations
    Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (stat.ML) #Statistical Methods and Inference #Statistics Theory (math.ST)
  4. Generalized Random Forests
    2016/10/05 by Susan Athey, Julie Tibshirani, Athey, Susan +3 · 63 citations
    Mathematics · #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (stat.ML) #Methodology (stat.ME)
  5. Dropout Training as Adaptive Regularization
    2013/07/04 by Stefan Wager, Wager, Stefan, Sida Wang +3 · 34 citations
    Computer Science · #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Methodology (stat.ME)
  6. High-Dimensional Asymptotics of Prediction: Ridge Regression and\n Classification
    2015/07/10 by Edgar Dobriban, Stefan Wager, Dobriban, Edgar +1 · 23 citations
    Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Random Matrices and Applications #Statistics Theory (math.ST) #Theoretical and Computational Physics
  7. Approximate Residual Balancing: De-Biased Inference of Average Treatment\n Effects in High Dimensions
    2016/04/25 by Susan Athey, Guido W. Imbens, Athey, Susan +3 · 17 citations
    Mathematics · Decision Sciences · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Efficiency Analysis Using DEA
  8. Confidence Intervals for Policy Evaluation in Adaptive Experiments
    2019/11/07 by Hadad, Vitor, Hirshberg, David A., Zhan, Ruohan +2 · 19 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  9. Estimating Treatment Effects with Causal Forests: An Application
    2019/02/20 by Athey, Susan, Wager, Stefan · 15 citations
    #FOS: Computer and information sciences #Methodology (stat.ME)
  10. Offline Multi-Action Policy Learning: Generalization and Optimization
    2018/10/10 by Zhou, Zhengyuan, Athey, Susan, Wager, Stefan · 11 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  11. Estimating heterogeneous treatment effects with right-censored data via causal survival forests
    2020/01/27 by Cui, Yifan, Kosorok, Michael R., Sverdrup, Erik +2 · 10 citations
    #62N01 #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  12. Optimized Regression Discontinuity Designs
    2017/05/04 by Imbens, Guido, Wager, Stefan · 8 citations
    #FOS: Computer and information sciences #Methodology (stat.ME)
  13. Augmented Minimax Linear Estimation
    2017/11/30 by Hirshberg, David A., Wager, Stefan · 8 citations
    #62F12 #FOS: Computer and information sciences #Methodology (stat.ME)
  14. Confidence Intervals for Random Forests: The Jackknife and the Infinitesimal Jackknife
    2013/11/18 by Stefan Wager, Trevor Hastie, Wager, Stefan +3 · 7 citations
    Computer Science · Mathematics · #Bayesian Modeling and Causal Inference #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Statistical Methods and Inference
  15. Random Graph Asymptotics for Treatment Effect Estimation under Network Interference
    2020/07/27 by Li, Shuangning, Wager, Stefan · 10 citations
    #FOS: Mathematics #Statistics Theory (math.ST)
  16. Local Linear Forests
    2018/07/30 by Rina Friedberg, Julie Tibshirani, Friedberg, Rina +5 · 2 voices · 2 citations
    Mathematics · #stat.ML #cs.LG #econ.EM #math.ST
  17. Sequential Selection Procedures and False Discovery Rate Control
    2013/09/20 by Max G’Sell, Stefan Wager, G'Sell, Max Grazier +5 · 6 citations
    Mathematics · Decision Sciences · #Statistical Methods in Clinical Trials #Advanced Statistical Process Monitoring #Statistical Methods and Inference
  18. Evaluating Treatment Prioritization Rules via Rank-Weighted Average Treatment Effects
    2021/11/15 by Steve Yadlowsky, Scott Fleming, Yadlowsky, Steve +7 · 7 citations
    Business, Management and Accounting · Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Consumer Market Behavior and Pricing #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods in Clinical Trials
  19. Switchback Experiments under Geometric Mixing
    2022/09/01 by Hu, Yuchen, Wager, Stefan · 6 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  20. Covariate-Powered Empirical Bayes Estimation
    2019/06/04 by Ignatiadis, Nikolaos, Wager, Stefan · 4 citations
    #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
  21. Subsampling Extremes: From Block Maxima to Smooth Tail Estimation
    2012/04/02 by Wager, Stefan · 2 citations
    #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
  22. Learning When-to-Treat Policies
    2019/05/23 by Nie, Xinkun, Brunskill, Emma, Wager, Stefan · 3 citations
    #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME)
  23. Network Interference in Micro-Randomized Trials
    2022/02/10 by Li, Shuangning, Wager, Stefan · 3 citations
    #FOS: Computer and information sciences #Methodology (stat.ME)
  24. Experimenting under Stochastic Congestion
    2023/02/22 by Shuangning Li, Ramesh Johari, Li, Shuangning +4 · 5 citations
    Business, Management and Accounting · Engineering · #Advanced Queuing Theory Analysis #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Methodology (stat.ME) #Optimization and Control (math.OC) #Smart Grid Energy Management #Systems and Control (eess.SY) #electronic engineering #information engineering
  25. Treatment Allocation under Uncertain Costs
    2021/03/20 by Sun, Hao, Munro, Evan, Kalashnov, Georgy +2 · 4 citations
    Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Healthcare Policy and Management #Methodology (stat.ME)
  26. Treatment Effects in Market Equilibrium
    2021/09/23 by Munro, Evan, Kuang, Xu, Wager, Stefan · 3 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  27. Average Direct and Indirect Causal Effects under Interference
    2021/04/08 by Yu‐Chen Hu, Hu, Yuchen, Shuangning Li +3 · 4 citations
    Mathematics · #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods in Clinical Trials
  28. Experimenting in Equilibrium
    2019/03/06 by Wager, Stefan, Xu, Kuang · 2 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Methodology (stat.ME) #Optimization and Control (math.OC)
  29. Weak Signal Asymptotics for Sequentially Randomized Experiments
    2021/01/25 by Stefan Wager, Kuang, Xu, Wager, Stefan · 3 citations
    Computer Science · Decision Sciences · #60J70 #62B15 #Advanced Bandit Algorithms Research #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Algorithms #Statistics Theory (math.ST)
  30. Off-Policy Evaluation in Partially Observed Markov Decision Processes under Sequential Ignorability
    2021/10/24 by Yu‐Chen Hu, Stefan Wager, Hu, Yuchen +1 · 2 citations
    Mathematics · Medicine · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Heart Failure Treatment and Management #Machine Learning (cs.LG) #Methodology (stat.ME) #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  31. Policy Learning under Biased Sample Selection
    2023/04/23 by Lihua Lei, Roshni Sahoo, Lei, Lihua +3 · 3 citations
    Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Health Systems, Economic Evaluations, Quality of Life #Methodology (stat.ME) #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
  32. The Statistics of Streaming Sparse Regression
    2014/12/13 by Jacob Steinhardt, Stefan Wager, Steinhardt, Jacob +3 · 3 citations
    Engineering · Computer Science · #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #Machine Learning and Algorithms
  33. PLRD: Partially Linear Regression Discontinuity Inference
    2025/03/12 by Aditya Ghosh, Guido Imbens, Guido W. Imbens +4 · 2 voices · 2 citations
    Decision Sciences · Mathematics · #Advanced Causal Inference Techniques #Forecasting Techniques and Applications #Statistical Methods and Inference #econ.EM #stat.ME
  34. Asymptotic Theory for Random Forests
    2014/05/02 by Stefan Wager, Wager, Stefan · 2 citations
    Environmental Science · #Soil Geostatistics and Mapping #Forest ecology and management #Landslides and related hazards
  35. Estimating Average Treatment Effects: Supplementary Analyses and\n Remaining Challenges
    2017/02/04 by Susan Athey, Athey, Susan, Guido W. Imbens +5 · 1 citation
    Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Health Systems, Economic Evaluations, Quality of Life #Methodology (stat.ME) #Statistical Methods and Inference
  36. Minimax-Regret Sample Selection in Randomized Experiments
    2024/03/03 by Hu, Yuchen, Zhu, Henry, Brunskill, Emma +1 · 2 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  37. Debiased Inference of Average Partial Effects in Single-Index Models
    2018/11/06 by Hirshberg, David A., Wager, Stefan · 1 citation
    #FOS: Mathematics #Statistics Theory (math.ST)
  38. Sparsity Double Robust Inference of Average Treatment Effects
    2019/05/02 by Bradic, Jelena, Wager, Stefan, Zhu, Yinchu · 1 citation
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
  39. Altitude Training: Strong Bounds for Single-Layer Dropout
    2014/07/11 by Stefan Wager, Wager, Stefan, William Fithian +5 · 1 citation
    Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Natural Language Processing Techniques #Statistics Theory (math.ST) #Topic Modeling
  40. Smoothness-Adaptive Contextual Bandits
    2019/10/22 by Gur, Yonatan, Momeni, Ahmadreza, Wager, Stefan · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  41. denoiseR: A Package for Low Rank Matrix Estimation
    2016/02/03 by Julie Josse, Josse, Julie, Sylvain Sardy +3 · 2 citations
    Computer Science · #Blind Source Separation Techniques #Image and Signal Denoising Methods #Neural Networks and Applications
  42. Doubly robust treatment effect estimation with missing attributes
    2019/10/23 by Mayer, Imke, Sverdrup, Erik, Gauss, Tobias +3 · 1 citation
    #62F35 #62G35 #62P10 #93C41 #FOS: Computer and information sciences #Methodology (stat.ME)
  43. Thompson Sampling with Unrestricted Delays
    2022/02/24 by Han Wu, Stefan Wager, Wu, Han +1 · 1 citation
    Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Age of Information Optimization #Cognitive Radio Networks and Spectrum Sensing
  44. Shape-constrained partial identification of a population mean under\n unknown probabilities of sample selection
    2017/06/22 by Luke Miratrix, Miratrix, Luke W., Stefan Wager +3 · 1 citation
    Mathematics · #Advanced Statistical Methods and Models #FOS: Mathematics #Statistical Methods and Inference #Statistics Theory (math.ST) #Survey Sampling and Estimation Techniques
  45. What Makes Forest-Based Heterogeneous Treatment Effect Estimators Work?
    2022/06/21 by Susanne Dandl, Torsten Hothorn, Dandl, Susanne +9 · 1 citation
    Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
  46. Treatment Heterogeneity for Survival Outcomes
    2022/07/15 by Xu, Yizhe, Ignatiadis, Nikolaos, Sverdrup, Erik +3 · 1 citation
    #Applications (stat.AP) #FOS: Computer and information sciences
  47. Confidence Intervals for Nonparametric Empirical Bayes Analysis
    2019/02/07 by Ignatiadis, Nikolaos, Wager, Stefan · 1 citation
    #FOS: Computer and information sciences #Methodology (stat.ME)
  48. Partial Likelihood Thompson Sampling
    2022/03/02 by Han Wu, Stefan Wager, Wu, Han +1 · 1 citation
    Medicine · Computer Science · #SARS-CoV-2 detection and testing #Pneumonia and Respiratory Infections #Machine Learning and Algorithms
  49. Qini Curves for Multi-Armed Treatment Rules
    2023/06/21 by Sverdrup, Erik, Wu, Han, Athey, Susan +1 · 1 citation
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  50. Learning from a Biased Sample
    2022/09/05 by Sahoo, Roshni, Lei, Lihua, Wager, Stefan · 1 voice · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
  51. Optimal Mechanisms for Demand Response: An Indifference Set Approach
    2024/09/11 by Mohammad Mehrabi, Omer Karaduman, Mehrabi, Mohammad +3 · 1 voice · 1 citation
    Engineering · #math.OC