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van der Laan, Mark J.

  1. 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
  2. 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)
  3. 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
  4. 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)
  5. 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)
  6. 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)
  7. 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)
  8. 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)
  9. 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)
  10. 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
  11. 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)
  12. 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
  13. 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)
  14. 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)
  15. 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
  16. 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)
  17. 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
  18. 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
  19. 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
  20. 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)