Publications by authors named "Yiman Ren"
Proc Mach Learn Res
July 2023
Article Synopsis
- Several methods exist for estimating causal effects, but most struggle with complex data types like images.
- The proposed Causal Multi-task Deep Ensemble (CMDE) framework effectively learns both shared and unique information from different groups within a study population.
- CMDE demonstrates superior performance over current state-of-the-art methods by efficiently managing high-dimensional data and providing reliable estimates of causal effects across various datasets and tasks.*
