Figure 5 | Scientific Reports

Figure 5

From: Exact Gaussian processes for massive datasets via non-stationary sparsity-discovering kernels

Figure 5

Figure illustrating theoretical and measured strong and weak scaling of the distributed covariance computation. (a) The computation time of a problem of fixed size as a function of the number of workers. (b) Computation time as a function of the number of workers while the problem dataset size is increased (from the left 2e5, 4e5, 8e5, 16e5, also see label). The figures suggest that there is a strong case to be made for the favorable scalability of exact Gaussian processes. The exact number of workers in each run is indicated as numbers adjacent to the dots.

Back to article page