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Newey, Whitney

  1. Double/Debiased Machine Learning for Treatment and Causal Parameters
    2016/07/30 by Victor Chernozhukov, Chernozhukov, Victor, Denis Chetverikov +11 · 21 citations
    Mathematics · #62G #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (stat.ML) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
  2. Double/Debiased/Neyman Machine Learning of Treatment Effects
    2017/01/30 by Victor Chernozhukov, Denis Chetverikov, Chernozhukov, Victor +9 · 13 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
  3. Long Story Short: Omitted Variable Bias in Causal Machine Learning
    2021/12/26 by Victor Chernozhukov, Chernozhukov, Victor, Carlos Cinelli +7 · 11 citations
    Computer Science · Mathematics · #62G #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference
  4. De-Biased Machine Learning of Global and Local Parameters Using Regularized Riesz Representers
    2018/02/23 by Chernozhukov, Victor, Newey, Whitney, Singh, Rahul · 5 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Machine Learning (stat.ML) #Statistics Theory (math.ST)
  5. Inference on Strongly Identified Functionals of Weakly Identified Functions
    2022/08/17 by Bennett, Andrew, Nathan Kallus, Xiaojie Mao +5 · 5 citations
    Mathematics · #Advanced Causal Inference Techniques #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
  6. Adversarial Estimation of Riesz Representers
    2020/12/30 by Chernozhukov, Victor, Newey, Whitney, Singh, Rahul +1 · 3 citations
    #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  7. Nonparametric Identification in Panels using Quantiles
    2013/12/15 by Victor Chernozhukov, Iván Fernández‐Val, Chernozhukov, Victor +7 · 2 citations
    Economics, Econometrics and Finance · #Econometrics (econ.EM) #Economic Policies and Impacts #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME) #Monetary Policy and Economic Impact #Spatial and Panel Data Analysis
  8. Minimax Instrumental Variable Regression and L2 Convergence Guarantees without Identification or Closedness
    2023/02/10 by Andrew F. Bennett, Nathan Kallus, Bennett, Andrew +9 · 2 citations
    Computer Science · Mathematics · #Distributed Sensor Networks and Detection Algorithms #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods and Inference #Statistics Theory (math.ST)
  9. Semiparametric Estimation of Structural Functions in Nonseparable Triangular Models
    2017/11/06 by Chernozhukov, Victor, Fernández-Val, Iván, Newey, Whitney +2 · 1 citation
    #62P20 #91B82 #Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Methodology (stat.ME)
  10. Automatic Debiased Machine Learning for Dynamic Treatment Effects and General Nested Functionals
    2022/03/25 by Victor Chernozhukov, Chernozhukov, Victor, Whitney K. Newey +6 · 1 citation
    Mathematics · #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials #Statistical Methods and Inference