25 citations · 28 across the 2 of their papers we have counts for
2 papers
cs.LG2012★ 25 cited
Modelling local and global phenomena with sparse Gaussian processes
Jarno Vanhatalo, Aki Vehtari
Much recent work has concerned sparse approximations to speed up the Gaussian process regression from the unfavorable O(n3) scaling in computational time to O(nm2). Thus far, work…
stat.ML2012★ 3 cited
Speeding up the binary Gaussian process classification
Jarno Vanhatalo, Aki Vehtari
Gaussian processes (GP) are attractive building blocks for many probabilistic models. Their drawbacks, however, are the rapidly increasing inference time and memory requirement alo…