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. 2020 Oct 23;16(10):e1009141. doi: 10.1371/journal.pgen.1009141

Table 5. Timing comparison on a synthetic dataset of size n = 50, 000 and p = 100, 000.

The time for bigstatsr and biglasso has two components: one for the conversion to the desired data type and the other for the actual computation. The experiments are all run with 16 cores and 64 GB memory.

R Package Elapsed Time (minutes)
bigstatsr [55] 2.93 + 56.80
bigstatsr + CMSA [55] 2.93 + 101.75
biglasso [54] 4.55 + 54.27
PLINK [13, 14] 53.52
snpnet 44.79