Childers, David
- Local Causal Discovery for Estimating Causal Effects
2023/02/16 by Shantanu Gupta, David Childers, Gupta, Shantanu +3 · 1 voice · 3 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Causal Inference Techniques #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME) #Scientific Computing and Data Management #cs.LG #stat.ME
- Estimating Treatment Effects with Observed Confounders and Mediators
2020/03/26 by Gupta, Shantanu, Lipton, Zachary C., Childers, David · 1 citation
#Econometrics (econ.EM) #FOS: Computer and information sciences #FOS: Economics and business #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Efficient Online Estimation of Causal Effects by Deciding What to Observe
2021/08/20 by Shantanu Gupta, Zachary C. Lipton, Gupta, Shantanu +3 · 1 citation
Computer Science · Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #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)