Uncertainty Quantification in Heterogeneous Treatment Effect Estimation with Gaussian-Process-Based Partially Linear Model.
Shunsuke HoriiYoichi ChikaharaPublished in: AAAI (2024)
Keyphrases
- gaussian process
- linear model
- regression model
- gaussian processes
- semi parametric
- gaussian process regression
- model selection
- linear models
- least squares
- approximate inference
- gaussian process classification
- latent variables
- bayesian framework
- parameter estimation
- sparse approximations
- hyperparameters
- nonlinear models
- covariance function
- semi supervised
- expectation propagation
- cross validation
- maximum likelihood
- random sampling
- support vector
- bayesian inference
- sliding window
- probabilistic model
- optical flow