Mark van der Laan
- Post-Contextual-Bandit Inference
2021/06/01 by Aurélien Bibaut, Antoine Chambaz, Bibaut, Aurélien +7 · 7 citations
Decision Sciences · Mathematics · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #Statistical Methods in Clinical Trials
- A Causal Roadmap for Generating High-Quality Real-World Evidence
2023/05/11 by Lauren Eyler Dang, Susan Gruber, Dang, Lauren E +48 · 5 citations
Economics, Econometrics and Finance · Mathematics · Decision Sciences · #Health Systems, Economic Evaluations, Quality of Life #Advanced Causal Inference Techniques #Meta-analysis and systematic reviews
- Conformal Meta-learners for Predictive Inference of Individual Treatment Effects
2023/08/28 by Ahmed M. Alaa, Zaid Ahmad, Alaa, Ahmed +3 · 3 citations
Mathematics · Economics, Econometrics and Finance · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Health Systems, Economic Evaluations, Quality of Life
- Experiment-selector cross-validated targeted maximum likelihood estimator for hybrid RCT-external data studies
2022/10/11 by Lauren Eyler Dang, Dang, Lauren Eyler, Jens M. Tarp +11 · 2 citations
Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials
- Longitudinal Targeted Minimum Loss-based Estimation with Temporal-Difference Heterogeneous Transformer
2024/04/05 by Toru Shirakawa, Shirakawa, Toru, Yi Li +13 · 2 citations
Computer Science · Engineering · #Applications (stat.AP) #Artificial Intelligence (cs.AI) #Control Systems and Identification #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- The Optimal Dynamic Treatment Rule SuperLearner: Considerations, Performance, and Application
2021/01/29 by Lina Montoya, Mark van der Laan, Montoya, Lina +9 · 1 citation
Mathematics · Medicine · Psychology · #Advanced Causal Inference Techniques #Applications (stat.AP) #FOS: Computer and information sciences #Mental Health Research Topics #Schizophrenia research and treatment
- Adaptive debiased machine learning using data-driven model selection techniques
2023/07/24 by Lars van der Laan, van der Laan, Lars, Marco Carone +5 · 1 citation
Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Statistical Methods and Inference #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
- Adaptive-TMLE for the Average Treatment Effect based on Randomized Controlled Trial Augmented with Real-World Data
2024/05/12 by Mark van der Laan, Sky Qiu, van der Laan, Mark +3 · 1 citation
Mathematics · #Statistical Methods in Clinical Trials #Statistical Methods and Inference #Mathematical Biology Tumor Growth
- Challenges and Possible Strategies to Address Them in Rare Disease Drug Development: A Statistical Perspective
2024/10/09 by Jie Chen, Chen, Jie, Lei Nie +29 · 1 citation
Biochemistry, Genetics and Molecular Biology · Mathematics · #Applications (stat.AP) #Cancer Genomics and Diagnostics #Evolution and Genetic Dynamics #FOS: Computer and information sciences #Genetics, Bioinformatics, and Biomedical Research
- Highly Adaptive Ridge
2024/10/03 by Alejandro Schuler, Alexander Hagemeister, Schuler, Alejandro +3 · 1 citation
Earth and Planetary Sciences · Engineering · #FOS: Computer and information sciences #Geological and Geophysical Studies #Geological formations and processes #Hydrocarbon exploration and reservoir analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Score-Preserving Targeted Maximum Likelihood Estimation
2025/01/31 by Noel Pimentel, Pimentel, Noel, Alejandro Schuler +3 · 1 citation
Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Methodology (stat.ME) #Statistical Methods and Bayesian Inference #Statistical Methods and Inference #Statistical Methods in Clinical Trials #Statistics Theory (math.ST)
- Towards Best Practices for Covariate Adjustment in Regulatory Trials: From Fixed to Data-Adaptive Approaches
2026/07/30 by Laura B. Balzer, Lei Nie, Issa J. Dahabreh +15
Mathematics · #stat.ME
- The V-fold jackknife for semiparametric inference: variance estimation, confidence intervals, and simultaneous confidence bands
2026/07/24 by Yi Li, Ashkan Ertefaie, Mark van der Laan
#stat.ME #math.ST #stat.CO #stat.ML #stat.TH