Dennis Frauen

1. Estimating average causal effects from patient trajectories
   2022/03/02 by Dennis Frauen, Tobias Hatt, Frauen, Dennis +5 · 5 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Computation (stat.CO) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods in Clinical Trials
2. Sharp Bounds for Generalized Causal Sensitivity Analysis
   2023/05/26 by Dennis Frauen, Valentyn Melnychuk, Frauen, Dennis +3 · 4 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Statistical Methods in Clinical Trials
3. Conformal Prediction for Causal Effects of Continuous Treatments
   2024/07/03 by Maresa Schröder, Dennis Frauen, Schröder, Maresa +9 · 4 citations
   Mathematics · #Statistical Methods in Clinical Trials #Advanced Causal Inference Techniques
4. Estimating individual treatment effects under unobserved confounding using binary instruments
   2022/08/17 by Dennis Frauen, Frauen, Dennis, Stefan Feuerriegel +1 · 3 citations
   Economics, Econometrics and Finance · Mathematics · #Advanced Causal Inference Techniques #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Statistical Methods and Inference
5. Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
   2023/10/26 by Konstantin Heß, Valentyn Melnychuk, Hess, Konstantin +5 · 4 citations
   Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Mathematical Biology Tumor Growth #Model Reduction and Neural Networks
6. IGC-Net for conditional average potential outcome estimation over time
   2024/05/31 by Konstantin Heß, Hess, Konstantin, Dennis Frauen +5 · 4 citations
   Decision Sciences · Engineering · #Risk and Safety Analysis #Fault Detection and Control Systems
7. Model-agnostic meta-learners for estimating heterogeneous treatment effects over time
   2024/07/07 by Dennis Frauen, Konstantin Heß, Frauen, Dennis +3 · 5 citations
   Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference
8. Fair Off-Policy Learning from Observational Data
   2023/03/15 by Dennis Frauen, Valentyn Melnychuk, Frauen, Dennis +3 · 1 citation
   Social Sciences · #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #FOS: Computer and information sciences #Machine Learning (cs.LG)
9. Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
   2024/12/16 by Yuxin Wang, Maresa Schröder, Wang, Yuxin +9 · 2 citations
   Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods in Clinical Trials
10. Orthogonal Representation Learning for Estimating Causal Quantities
    2025/02/06 by Valentyn Melnychuk, Dennis Frauen, Melnychuk, Valentyn +5 · 2 citations
    Computer Science · Engineering · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning and Data Classification