Based on the statistical concepts of leverage of linear regression, we should be able to recommend points that are most useful to get a label.
- What would be the GP version?
- How it this related to D-optimal design?
- Leverage additionally takes the residual error into account, and therefore needs access to the labels to compute. However a semi-supervised approach might be feasible.