149 Stanford GSB Faculty Publications

80 Working Papers 69 Articles

31 Guido Imbens 21 Stefan Wager 4 Mohsen Bayati 3 Kristine Koutout 2 Ilya Segal 2 Jann Spiess 2 Jonathan Levin 1 Andrzej Skrzypacz 1 Saumitra Jha

149 Economics 1 Political Economy

6 The American Economic Review 5 Econometrica 5 Proceedings of the National Academy of Sciences 4 American Economic Association Papers and Proceedings 3 Journal of Econometrics 3 Journal of Economic Perspectives 3 Journal of the American Statistical Association 3 Management Science 3 Review of Industrial Organization 2 Journal of Computational and Graphical Statistics 2 Journal of the Royal Statistical Society, Series B: Statistical Methodology 2 Science 1 American Economic Journal: Microeconomics 1 Annals of Statistics 1 Annual Review of Economics 1 BMJ 1 Frontiers In Pharmacology 1 Frontiers in Medicine 1 Games and Economic Behavior 1 International Journal of Epidemiology 1 JAMA Network Open 1 Journal of Economics & Management Strategy 1 Journal of Open Source Software 1 Nature 1 Nature Communications 1 Nature Human Behaviour 1 Nature Machine Intelligence 1 Neural Information Processing Systems 1 Operations Research 1 Oxford Review of Economic Policy 1 Proceedings of the AAAI Conference on Artificial Intelligence 1 Quantitative Marketing and Economics 1 Research in Economics 1 Science Advances 1 Statistics in Medicine 1 The Annals of Applied Statistics 1 The Quarterly Journal of Economics 1 The Stata Journal 1 Transactions on Machine Learning Research 1 eLife More

39 computer science 36 machine learning 36 mathematics 30 artificial intelligence 30 econometrics 29 statistics 19 advanced causal inference techniques 19 causal inference 18 economics 17 statistics and probability 15 estimator 13 inference 12 mathematical optimization 11 medicine 11 regret 10 advanced bandit algorithms research 10 physics 9 accounting 9 management science and operations research 9 quantum mechanics 8 business 8 philosophy 8 programming language 8 psychology 8 statistical methods and inference 7 mathematical analysis 7 observational study 7 variance (accounting) 6 algorithm 6 data mining 6 epistemology 6 potential outcomes 6 statistical methods and bayesian inference 5 estimation 5 mathematical economics 5 radiology 5 regression 5 statistical methods in clinical trials 5 weighting 4 chemistry 4 class (philosophy) 4 computer security 4 engineering 4 geography 4 law 4 management 4 parametric statistics 4 political science 4 propensity score 4 regression analysis 4 sample size determination 4 selection (genetic algorithm) 4 set (abstract data type) 4 sociology and political science 4 world wide web 3 COVID-19 3 advertising 3 antitrust 3 applied mathematics 3 asymptotic normality 3 average treatment effect 3 biology 3 budget constraint 3 central limit theorem 3 combinatorics 3 confounding 3 counterfactual thinking 3 covariate 3 curse of dimensionality 3 database 3 demography 3 difference in differences 3 economic growth 3 empirical research 3 heterogeneous treatment effects 3 instrumental variable 3 internal medicine 3 kernel regression 3 labor market dynamics and wage inequality 3 machine learning and algorithms 3 machine learning and data classification 3 merger 3 microeconomics 3 minimax regret 3 nudges 3 outcome (game theory) 3 panel analysis 3 panel data 3 perspective (graphical) 3 platforms 3 random forest 3 randomized controlled trial 3 social media 3 sociology 3 term (time) 3 treatment effectiveness 2 COVID-19 vaccines 2 aerospace engineering 2 algorithms 2 applications 2 bayesian modeling and causal inference 2 cartography 2 cluster sampling 2 computer vision 2 confidence interval 2 consumer market behavior and pricing 2 consumers 2 convergence (economics) 2 coronavirus disease 2019 (covid-19) 2 counterfactuals (logic) 2 cryptocurrency 2 data stream mining techniques 2 decision-making and behavioral economics 2 demographic economics 2 digital currency 2 disease 2 domain adaptation and few-shot learning 2 double robustness 2 driving quality 2 earnings 2 economics and econometrics 2 empirical welfare maximization 2 federated learning 2 field experiment 2 filter (signal processing) 2 finance 2 game theory and voting systems 2 gaussian 2 generalization 2 heterogeneous treatment effect 2 infectious disease (medical specialty) 2 information systems 2 kernel (algebra) 2 labor 2 labor economics 2 labor market 2 labour economics 2 leverage (statistics) 2 limit (mathematics) 2 linguistics 2 machine learning and elm 2 market definition 2 market power 2 marketing 2 matching 2 mathematical models 2 mechanical engineering 2 media 2 mergers & acquisitions 2 methodology 2 minimax 2 misinformation 2 multi-homing 2 multiple data sets 2 newspapers 2 observable 2 observational studies 2 online platforms 2 operating system 2 organic chemistry 2 personalization 2 politics 2 population 2 pricing 2 propensity score matching 2 propensity scores 2 psychotherapist 2 pure mathematics 2 random forest algorithms 2 randomized experiment 2 realizability 2 reputation systems 2 ride hailing 2 sample (material) 2 sampling (signal processing) 2 scale (ratio) 2 school choice and performance 2 semiparametric efficiency 2 simple (philosophy) 2 simplicity 2 single-homing 2 smart grid energy management 2 social psychology 2 sparse estimation 2 switching 2 synthetic controls 2 telemetry data 2 tracking 2 two-sided markets 2 uncertainty 2 unconfoundedness 2 variety (cybernetics) 1 1st-price auctions 1 2019-20 coronavirus outbreak 1 Adult Respiratory Distress Syndrome 1 Bayesian analysis 1 COVID-19 pandemic 1 COVID-19 vaccine 1 GPU acceleration 1 Gaussian distribution 1 Google News 1 Hydroxymethylglutaryl-Coa Reductase Inhibitor 1 Interleukin 6 1 Markov games with private information 1 Markov processes 1 Monte Carlo method 1 Simvastatin 1 Social and information networks 1 Twitter 1 a-weighting 1 action (physics) 1 adaptive data collection 1 adaptive experimentation 1 adaptive nearest neighbors matching 1 adoption 1 adversarial system 1 advertisers 1 aggregators 1 agricultural risk and resilience 1 agriculture 1 airlines 1 alpha-1-adrenergic receptor antagonist 1 alternative hypothesis 1 amortization 1 and cluster computing 1 annexation 1 antitrust law 1 archaeology 1 artificial intelligence in industry 1 ask strings 1 astrophysics 1 asymptotic theory 1 auction models 1 auction theory and applications 1 average treatment effects 1 baseline (sea) 1 bayesian inference 1 bayesian probability 1 belief 1 benchmark (surveying) 1 bias 1 biochemistry 1 bitcoin 1 blockchain 1 blockchain technology applications and security 1 blood pressure 1 bribery 1 budget balance 1 cardiovascular events 1 care 1 categorical variable 1 causal effects 1 causal forest 1 causal model 1 causality 1 charitable giving 1 chickens 1 children and families 1 choice modelling 1 chromatography 1 classifier (uml) 1 clinical psychology 1 cluster 1 cluster (spacecraft) 1 cluster analysis 1 collusion 1 commerce 1 competition 1 competition in advertising agencies 1 competition in the mass media industry 1 complements 1 complex systems and time series analysis 1 composite material 1 computation and language 1 computer network 1 computer simulation 1 confidence intervals 1 consumer demand 1 consumer preferences 1 content (measure theory) 1 context (archaeology) 1 contextual bandits 1 contextual design 1 coronavirus disease 1 cost effectiveness 1 counterfactual conditional 1 covid-19 and healthcare impacts 1 covid-19 and mental health 1 covid-19 clinical research studies 1 credibility 1 cross-validation 1 currency 1 cytokine 1 cytokine release syndrome 1 cytokine storm 1 data analysis 1 data collection 1 data modeling 1 data science 1 data-driven decision making 1 database transaction 1 dconomic competition 1 decile 1 decision authority 1 decision making 1 decision making in business 1 decision tree 1 decision trees 1 decorrelation 1 defaults 1 descriptive and causal estimands 1 descriptive statistics 1 design 1 designers 1 difference-in-differences 1 differential privacy 1 digital economics 1 digital economy and work transformation 1 digital media 1 digital platforms and economics 1 digital technology 1 digital wallets 1 dimension (graph theory) 1 dimensionality reduction 1 discrimination 1 dismissal 1 displaced workers 1 displacement (psychology) 1 disposition (philosophy) 1 distributed 1 diverse educational innovations studies 1 donation behavior 1 download 1 drug repurposing 1 drugs 1 dynamic incentive compatibility 1 dynamic mechanism design 1 dynamic models 1 dynamic programming 1 dynamics 1 early humans 1 economic and environmental valuation 1 economic policies and impacts 1 economic research 1 economic theories and models 1 economics of education 1 economists 1 education 1 education research 1 effects 1 efficiency analysis using dea 1 eigenvalues and eigenvectors 1 embedding 1 empirical evidence 1 energy, environment, economic growth 1 entry 1 ergodic theory 1 error analysis in mathematics 1 estimating equations 1 estimation methods 1 estimation theory 1 evaluation and performance assessment 1 evolutionary biology 1 exchange rate 1 experimental behavioral economics studies 1 explainable artificial intelligence (xai) 1 exploit 1 exponential family 1 extremum estimator 1 family planning 1 feature (linguistics) 1 feature selection 1 feature vector 1 fertility 1 field (mathematics) 1 field experiments 1 field research 1 financial economics 1 financial transaction 1 finite population 1 fix-point estimation 1 fixed effects 1 fixed effects model 1 folk theorems with private 1 forecasting techniques and applications 1 foundation models 1 fraction (chemistry) 1 frequentist inference 1 function (biology) 1 gender wage gap 1 gender, labor, and family dynamics 1 gene 1 general agricultural and biological sciences 1 general economics 1 generative adversarial networks 1 generative grammar 1 geodesy 1 geology 1 geometry 1 global positioning system 1 government policy 1 government spending policy 1 grocery 1 gross domestic product 1 group (periodic table) 1 hazard ratio 1 health 1 health systems, economic evaluations, quality of life 1 health, education, and welfare 1 healthcare operations and scheduling optimization 1 heterogeneity 1 heterogeneous treatment 1 heterogenous treatment 1 heuristic 1 hidden variable theory 1 hierarchy 1 high-benefit approach 1 high-dimensional model representation 1 history of labor 1 homelessness and social issues 1 human Influenza 1 human-artificial intelligence interaction 1 human-machine relationship 1 hypothesis 1 ict impact and policies 1 identification 1 immunization programs 1 immunology 1 immunostimulation 1 incentives 1 index (typography) 1 industrial applications 1 infectious disease 1 inference (logic) 1 innovation policy and r&d 1 instantaneous and cumulative effects 1 integer (computer science) 1 inter-ethnic 1 interactive fixed effects 1 internet privacy 1 interpretation (philosophy) 1 intersection (aeronautics) 1 interventions 1 investments 1 isolation 1 isolation (microbiology) 1 job loss 1 judicial review 1 key (lock) 1 knowledge management 1 labor studies 1 language models 1 large scale dataset 1 ledger 1 loan 1 location 1 logarithm 1 long-acting reversible contraceptives 1 long-term effects of covid-19 1 lottery 1 low-rank confounders 1 low-rank matrix estimation 1 m-estimator 1 machine learning in healthcare 1 manufacturing 1 market shares 1 market volatility 1 marketplaces 1 mass media 1 master of business administration degree 1 materials science 1 mathematical regularization 1 matrices 1 matrix (chemical analysis) 1 matrix completion 1 matrix norm 1 matrix norms 1 mean squared error 1 measure (data warehouse) 1 measurement 1 media influence and politics 1 medical care 1 merger guidelines 1 meta-analysis 1 microbiology 1 minimax optimality 1 misinformation and its impacts 1 missing data 1 mixed integer program 1 mobility 1 mode (computer interface) 1 model selection 1 models 1 monetary economics 1 monetary policy and economic impact 1 monopsony 1 monte carlo method 1 mortality 1 motivation 1 multi-armed bandit 1 multi-sided platform businesses 1 multiarmed bandits 1 multimedia communication and technology 1 multiproduct firms 1 natural language processing 1 neoclassical economics 1 neural networks and applications 1 news 1 news consumption 1 nonadaptive and adaptive experiments 1 nonparametric estimation 1 nonparametric models 1 nonparametric statistics 1 nuclear matrix 1 nudge theory 1 null (sql) 1 null hypothesis 1 null model 1 numerical analysis 1 object (grammar) 1 observational equivalence 1 observational learning 1 oceanography 1 off-label drug use 1 off-line policy learning 1 offline learning 1 oncology 1 online communities 1 online learning 1 online learning and analytics 1 open Science 1 open source software 1 operations management 1 opinion dynamics and social influence 1 optimization 1 oracle 1 order-statistics 1 outbreak 1 p-value 1 paleontology 1 pandemic 1 parallel 1 pathology 1 perfect Bayesian equilibrium 1 personalized decision making 1 personalized policies 1 pharmaceutical industry 1 pharmacoepidemiology 1 pneumonia 1 pointwise 1 policy 1 policy evaluation 1 policy learning 1 policy targeting 1 pooling 1 preferences 1 price sensitivity 1 primary-care 1 prioritization 1 privacy strategy 1 probabilistic logic 1 process management 1 procurement 1 product (mathematics) 1 product attributes 1 product category 1 public economics 1 public health advertising 1 public spending 1 purchase history data 1 pyTorch 1 python 1 quantile 1 quantile treatment effects 1 quantitative biology 1 quantitative methods 1 quantum 1 quasilinearization 1 racial segregation 1 random assignment 1 randomization 1 randomization distribution 1 range (aeronautics) 1 real authority 1 recommender system 1 recommender systems and techniques 1 reinforcement learning 1 reinforcement learning in robotics 1 relevance (law) 1 representation (politics) 1 reproducibility 1 research personnel 1 residual 1 retirement, disability, and employment 1 retrospective analyses 1 rheumatology 1 robust control 1 robust statistics 1 robustness (evolution) 1 sampling design 1 scalability 1 sdid 1 selection bias 1 semi-parametric efficiency bound 1 semiparametric model 1 service (business) 1 service delivery framework 1 severe acute respiratory syndrome coronavirus 2 (sars-cov-2) 1 signal (programming language) 1 simulation methods & models 1 smoothing and nonparametric regression 1 smoothness 1 social and information networks 1 social attitudes 1 social impact 1 social isolation 1 social sciences 1 software engineering 1 soil science 1 st0757 1 stability (learning theory) 1 staggered adoption design 1 standard error 1 statistic 1 statistical hypothesis testing 1 statistical inference 1 statistical models 1 statistical power 1 stock (firearms) 1 stories 1 strategy and management 1 student financial aid 1 substitutes 1 supervised machine learning 1 surgery 1 survey data collection 1 synthetic control 1 synthetic difference in differences 1 systemic cyber risk 1 technical 1 technical specifications 1 technology 1 telecommunications 1 text message 1 thermodynamics 1 tissues and organs 1 tracking & trailing 1 traditional medicine 1 transfer of learning 1 treatment effect 1 treatment effect estimation and inference 1 treatment effect heterogeneity 1 tree (set theory) 1 trust 1 unemployment 1 unsupervised learning 1 urban transport and accessibility 1 urban, neighborhood, and segregation studies 1 user-generated content 1 vaccine effectiveness 1 vaccine manufacturing 1 vaccine safety 1 vaccines 1 validation 1 variable (mathematics) 1 variation (astronomy) 1 variational inference 1 virology 1 virtual currency 1 visualization 1 voter turnout 1 wage 1 word (group theory) 1 word embedding 1 work (physics) 1 working papers More