32 Stanford GSB Faculty Publications

30 Articles 2 Working Papers

32 Stefan Wager 10 Susan Athey 3 Guido Imbens 2 Kuang Xu 1 Yonatan Gur

9 causal inference 5 heterogeneous treatment effects 3 asymptotic normality 3 minimax regret 2 algorithms 2 central limit theorem 2 confidence intervals 2 inference 2 inferential statistics 2 interference 2 machine learning 2 methodology 2 observational data 2 personalized medicine 2 potential outcome 2 potential outcomes 2 propensity score 2 random forest 2 random forest algorithms 2 sequential ignorability 1 Afghanistan 1 Gaussian distribution 1 Kalman filtering 1 Lepski's method 1 Lyapunov functions 1 SF-6d 1 Thompson sampling 1 adaptive experimentation 1 adaptive nearest neighbors matching 1 admission 1 advertising 1 anxiety 1 assess risk 1 association 1 asymptotic theory 1 automation 1 bias-aware inference 1 big data 1 boosting 1 cardiovascular disease 1 causal forest 1 causal forests 1 censored data 1 charts 1 climate change 1 comorbidity 1 conditioned response 1 consistency 1 convergence 1 data analysis 1 data-driven decision making 1 decision making 1 decision rules 1 decision trees 1 delphi method 1 deployment risk 1 design 1 diagrams 1 diffusion approximation 1 digital marketing 1 direct and indirect effects 1 disability 1 discharge 1 disorder 1 double robustness 1 drugs 1 empirical Bayes 1 empirical Bayes methods 1 empirical risk minimization 1 empirical welfare maximization 1 energy subsidies 1 equilibrium 1 estimating individualized treatment 1 estimation theory 1 etc. 1 experimental design 1 false discovery rate 1 forest fire 1 frequentist inference 1 generalization 1 global burden of disease 1 graphon 1 heterogeneity 1 heterogeneous treatment effect 1 hypothesis 1 importance weighting 1 incomplete confounders 1 inpatient care 1 instrumental variable 1 interview screening scales 1 kernel regression 1 learning 1 local false sign rate 1 major trauma 1 management 1 marginal distributions 1 mathematical economics 1 mathematical regularization 1 mean-field model 1 mental disorders 1 military deployment 1 missing data 1 mixed integer program 1 mixing time 1 mixture models 1 models 1 mortality 1 multi-armed bandit problem (probability theory) 1 multiarmed bandit 1 multiarmed bandits 1 multisensor information fusion 1 nonparametric estimation 1 observational learning 1 observational study 1 panel analysis 1 partial identification 1 penalized regression 1 physicians 1 policy evaluation 1 policy learning 1 post-traumatic stress disorder (PTSD) 1 postpartum hemorrhage 1 precision treatment 1 prevalence 1 propensity score estimation 1 public health 1 radio interference 1 randomized clinical-trials 1 randomized controlled trial 1 randomized trial 1 regression 1 regression analysis 1 regression discontinuity design 1 regret 1 reinforcement learning 1 resilience 1 risk-factors 1 robbers 1 robust Kalman smoother 1 robust accuracy 1 robust control 1 robust statistics 1 self-harm 1 semiparametric efficiency 1 smoothing and nonparametric regression 1 smoothness of functions 1 social attitudes 1 stochastic convergence 1 stochastic system 1 stochastic systems 1 structural-change 1 survival analysis 1 technical specifications 1 tests 1 time trade-off 1 trauma 1 treatment rules 1 tree 1 uncertain noise variance 1 uncertainty 1 unconfoundedness 1 uplift 1 value-added assessment (education) 1 vegetation 1 voter turnout 1 watchful waiting 1 weighted fusion More