Enhancing Treatment Effect Estimation: A Model Robust Approach Integrating Randomized Experiments and External Controls using the Double Penalty Integration Estimator.
Yuwen ChengLili WuShu YangPublished in: UAI (2023)
Keyphrases
- mathematical model
- probabilistic model
- neural network
- high level
- least squares
- computational model
- statistical model
- experimental data
- neural network model
- monte carlo simulation
- robust optimization
- internal and external
- selection criterion
- maximum likelihood estimation
- autoregressive
- artificial neural networks
- objective function
- multiscale
- learning algorithm