Konstantin Heß

1. Conformal Prediction for Causal Effects of Continuous Treatments
   2024/07/03 by Maresa Schröder, Schröder, Maresa, Dennis Frauen +9 · 5 citations
   Mathematics · #Statistical Methods in Clinical Trials #Advanced Causal Inference Techniques
2. Bayesian Neural Controlled Differential Equations for Treatment Effect Estimation
   2023/10/26 by Konstantin Heß, Hess, Konstantin, Valentyn Melnychuk +5 · 5 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
3. IGC-Net for conditional average potential outcome estimation over time
   2024/05/31 by Konstantin Heß, Dennis Frauen, Hess, Konstantin +5 · 4 citations
   Decision Sciences · Engineering · #Risk and Safety Analysis #Fault Detection and Control Systems
4. Model-agnostic meta-learners for estimating heterogeneous treatment effects over time
   2024/07/07 by Dennis Frauen, Frauen, Dennis, Konstantin Heß +3 · 5 citations
   Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference
5. Constructing Confidence Intervals for Average Treatment Effects from Multiple Datasets
   2024/12/16 by Yuxin Wang, Wang, Yuxin, Maresa Schröder +9 · 2 citations
   Mathematics · #Advanced Causal Inference Techniques #Statistical Methods and Inference #Statistical Methods in Clinical Trials