Suggestions of which likelihood and inference method to use is implicitly given by default,
- GPR uses Gaussian likelihood and exact inference.
- GPC uses Erf likelihood and EP inference.
- FITC model uses same default with corresponding FITC inference.
- GPMC calls GPC and thus uses the default setting of GPC
You can change to other likelihood or inference methods using:
To be consistent with Gaussian Processes community, we use the name “Laplace” for both Laplace likelihood and Laplace inference. Please note the differences.