Figure 4

Computation run time and memory consumption per fold of 5-fold cross-validation of a virtual phenotype for increasing problem sizes. Virtual species contain average bacteria-sized genomes. Problem dimensionality increases with the number of species to approximately 200,000 for 5000 species. Memory was measured as peak main memory necessary at the beginning of cross-validation (maxMemory) and average memory usage after the peak (avgMemory).