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Miniature of Semi-Parametric Estimation of Treatment Effects in Randomised Experiments
Semi-Parametric Estimation of Treatment Effects in Randomised Experiments
  • GSB Authors: Guido Imbens | Susan Athey
  • Date: 2023-07-19
  • Publication Type: Articles
  • Publication: Journal of the Royal Statistical Society, Series B: Statistical Methodology
Miniature of Doubly Robust Treatment Effect Estimation with Missing Attributes
Doubly Robust Treatment Effect Estimation with Missing Attributes
  • GSB Authors: Stefan Wager
  • Date: 2020-09-18
  • Publication Type: Articles
  • Publication: The Annals of Applied Statistics
Miniature of Sampling-Based Versus Design-Based Uncertainty in Regression Analysis
Sampling-Based Versus Design-Based Uncertainty in Regression Analysis
  • GSB Authors: Susan Athey | Guido Imbens
  • Date: 2020-02-05
  • Publication Type: Articles
  • Publication: Econometrica
Miniature of Parallel Experimentation in a Competitive Advertising Marketplace
Parallel Experimentation in a Competitive Advertising Marketplace
  • GSB Authors: Navdeep Sahni | Harikesh Nair
  • Date: 2019-03-26
  • Publication Type: Working Papers
Miniature of Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests
Estimation and Inference of Heterogeneous Treatment Effects Using Random Forests
  • GSB Authors: Stefan Wager | Susan Athey
  • Date: 2018-06-06
  • Publication Type: Articles
  • Publication: Journal of the American Statistical Association
Miniature of Approximate Residual Balancing: Debiased Inference of Average Treatment Effects in High Dimensions
Approximate Residual Balancing: Debiased Inference of Average Treatment Effects in High Dimensions
  • GSB Authors: Susan Athey
  • Date: 2018-02-15
  • Publication Type: Articles
  • Publication: Journal of the Royal Statistical Society, Series B: Statistical Methodology
Miniature of Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
Efficient Inference of Average Treatment Effects in High Dimensions via Approximate Residual Balancing
  • GSB Authors: Susan Athey | Guido Imbens | Stefan Wager
  • Date: 2016-04-25
  • Publication Type: Working Papers
Miniature of Propensity Score Matching and Subclassification in Observational Studies with Multi-Level Treatments
Propensity Score Matching and Subclassification in Observational Studies with Multi-Level Treatments
  • GSB Authors: Guido Imbens
  • Date: 2016-03-17
  • Publication Type: Articles
  • Publication: Biometrics
Miniature of Propensity Score Matching and Subclassification in Observational Studies with Multi-Level Treatments
Propensity Score Matching and Subclassification in Observational Studies with Multi-Level Treatments
  • GSB Authors: Guido Imbens
  • Date: 2015-08-27
  • Publication Type: Working Papers
Miniature of Instrumental Variables: An Econometrician's Perspective
Instrumental Variables: An Econometrician's Perspective
  • GSB Authors: Guido Imbens
  • Date: 2014-08-01
  • Publication Type: Articles
  • Publication: Statistical Science
Miniature of Machine Learning for Estimating Heterogeneous Casual Effects
Machine Learning for Estimating Heterogeneous Casual Effects
  • GSB Authors: Susan Athey | Guido Imbens
  • Date: 2013-10-01
  • Publication Type: Working Papers
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5 causal inference 3 computer science 3 mathematics 3 propensity score matching 3 statistics 2 advanced causal inference techniques 2 average treatment effect 2 econometrics 2 economics 2 generalized propensity score 2 inference 2 matching 2 medicine 2 multi-level treatments 2 propensity score 2 regression analysis 2 sample size determination 2 sparse estimation 2 statistical methods and inference 2 statistics and probability 2 subclassification 2 traditional medicine 2 treatment effect 2 treatment effectiveness 2 unconfoundedness 1 A/B/N testing 1 Gaussian distribution 1 adaptive nearest neighbors matching 1 advertising 1 algorithm 1 artificial intelligence 1 asymptotic normality 1 auction theory and applications 1 average treatment effects 1 business 1 chemistry 1 chromatography 1 common value auction 1 competitor analysis 1 consumer market behavior and pricing 1 convergence (economics) 1 cross-validation 1 database 1 descriptive and causal estimands 1 descriptive statistics 1 digital advertising 1 dimension (graph theory) 1 disposition (philosophy) 1 ecommerce 1 economic growth 1 estimator 1 experimentation 1 finite population 1 health systems, economic evaluations, quality of life 1 heterogeneity 1 heterogeneous treatment effects 1 high-dimensional model representation 1 incomplete confounders 1 inference (logic) 1 location 1 major trauma 1 marketing 1 matching (statistics) 1 media influence and politics 1 microeconomics 1 missing data 1 noncompliance 1 nonparametric estimation 1 nonparametric models 1 observational data 1 observational study 1 order-statistics 1 platforms 1 programming language 1 propensity score estimation 1 public health 1 pure mathematics 1 quantile treatment effects 1 random forest algorithms 1 randomized experiments 1 residual 1 sample (material) 1 scalability 1 scientific observation 1 selection models 1 semi-parametric efficiency bound 1 service (business) 1 set (abstract data type) 1 simulation methods & models 1 simultaneous equations models 1 statistical methods and bayesian inference 1 supervised machine learning 1 treatment of fibromyalgia 1 uncertainty 1 unconfoundedness.