Optimal Sensor Placement in Gaussian Processes via Column Subset Selection

Jessie Chen, Hangjie Ji, Arvind K. Saibaba

Gaussian process regression uses data measured at sensor locations to reconstruct a spatially dependent function with quantified uncertainty. However, if only a limited number of s…