van der Laan, Mark J.
- Causal inference for social network data
2017/05/23 by Elizabeth L. Ogburn, Oleg Sofrygin, Ogburn, Elizabeth L. +5 · 8 citations
Mathematics · #Advanced Causal Inference Techniques
- The Relative Performance of Ensemble Methods with Deep Convolutional Neural Networks for Image Classification
2017/04/05 by Ju, Cheng, Bibaut, Aurélien, van der Laan, Mark J. · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- On Adaptive Propensity Score Truncation in Causal Inference
2017/07/18 by Cheng Ju, Ju, Cheng, Joshua Schwab +3 · 4 citations
Mathematics · #Advanced Causal Inference Techniques #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference
- Sequential Double Robustness in Right-Censored Longitudinal Models
2017/05/06 by Luedtke, Alexander R., Sofrygin, Oleg, van der Laan, Mark J. +1 · 3 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- An Omnibus Nonparametric Test of Equality in Distribution for Unknown Functions
2015/10/14 by Luedtke, Alexander R., Carone, Marco, van der Laan, Mark J. · 2 citations
#62G10 #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Toward computerized efficient estimation in infinite-dimensional models
2016/08/31 by Marco Carone, Carone, Marco, Alexander R. Luedtke +3 · 2 citations
Biochemistry, Genetics and Molecular Biology · Engineering · Mathematics · #Control Systems and Identification #FOS: Mathematics #Gene Regulatory Network Analysis #Statistical Methods and Inference #Statistics Theory (math.ST)
- Robust Estimation of Data-Dependent Causal Effects based on Observing a Single Time-Series
2018/09/03 by van der Laan, Mark J., Malenica, Ivana · 2 citations
#Applications (stat.AP) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Nonparametric inverse probability weighted estimators based on the highly adaptive lasso
2020/05/22 by Ashkan Ertefaie, Nima S. Hejazi, Ertefaie, Ashkan +3 · 2 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Targeted Learning with Daily EHR Data
2017/05/27 by Sofrygin, Oleg, Zhu, Zheng, Schmittdiel, Julie A +4 · 1 citation
#Applications (stat.AP) #Computation (stat.CO) #FOS: Computer and information sciences #Machine Learning (stat.ML)
- One-step Targeted Maximum Likelihood for Time-to-event Outcomes
2018/02/26 by Weixin Cai, Mark J. van der Laan, Cai, Weixin +1 · 1 citation
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
- Efficient Estimation of Pathwise Differentiable Target Parameters with the Undersmoothed Highly Adaptive Lasso
2019/08/14 by Mark J. van der Laan, van der Laan, Mark J., David Benkeser +3 · 1 citation
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistics Theory (math.ST)
- Generalized Policy Elimination: an efficient algorithm for Nonparametric\n Contextual Bandits
2020/03/05 by Aurélien Bibaut, Bibaut, Aurélien F., Antoine Chambaz +3 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Reinforcement Learning in Robotics
- Adaptive Sequential Design for a Single Time-Series
2021/01/29 by Malenica, Ivana, Bibaut, Aurelien, van der Laan, Mark J. · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistics Theory (math.ST)
- Continuous-time targeted minimum loss-based estimation of intervention-specific mean outcomes
2021/05/05 by Rytgaard, Helene C., Gerds, Thomas A., van der Laan, Mark J. · 1 citation
#FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistics Theory (math.ST)
- Defining and Estimating Effects in Cluster Randomized Trials: A Methods Comparison
2021/10/18 by Alejandra Benitez, Maya L. Petersen, Benitez, Alejandra +17 · 1 citation
Mathematics · Medicine · #Advanced Causal Inference Techniques #Statistical Methods and Bayesian Inference #Assisted Reproductive Technology and Twin Pregnancy
- Evaluating the Robustness of Targeted Maximum Likelihood Estimators via Realistic Simulations in Nutrition Intervention Trials
2021/09/28 by Li, Haodong, Rosete, Sonali, Coyle, Jeremy +9 · 1 citation
#FOS: Computer and information sciences #Methodology (stat.ME)
- Targeted learning: Towards a future informed by real-world evidence
2022/05/17 by Gruber, Susan, Phillips, Rachael V., Lee, Hana +3 · 1 citation
#Applications (stat.AP) #FOS: Computer and information sciences
- Semiparametric Discovery and Estimation of Interaction in Mixed Exposures using Stochastic Interventions
2023/05/03 by David McCoy, Alan Hubbard, McCoy, David B. +5 · 1 citation
Environmental Science · Mathematics · #Health, Environment, Cognitive Aging #Advanced Causal Inference Techniques #Statistical Methods and Bayesian Inference
- An Approach to Nonparametric Inference on the Causal Dose Response Function
2023/06/13 by Aaron Hudson, Elvin Geng, Hudson, Aaron +9 · 1 citation
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
- Powering RCTs for marginal effects with GLMs using prognostic score adjustment
2025/03/28 by Højbjerre-Frandsen, Emilie, van der Laan, Mark J., Schuler, Alejandro · 1 voice · 2 citations
#FOS: Computer and information sciences #Methodology (stat.ME)