Table 1.
Computation time comparison for high-dimensional mediation analysis methods
Method | n = 100, p = 200 | n = 1,000, p = 2,000 | ||
---|---|---|---|---|
Mean | Interquartile Range | Mean | Interquartile Range | |
BSLMM | 39.17s | (38.84s - 39.54s) | 40.14m | (39.74m - 40.34m) |
HDMA | 1.40s | (1.37s - 1.40s) | 29.76s | (29.55s - 29.92s) |
HDMM | 24.85s | (24.80s - 24.89s) | 12.36m | (12.33m - 12.37m) |
HILMA | 24.42s | (24.13s - 24.63s) | 40.85m | (38.22m - 40.65m) |
HIMA | 0.25s | (0.25s - 0.25s) | 3.55s | (3.47s - 3.62s) |
MEDFIX | 0.61s | (0.60s - 0.61s) | 7.33s | (7.22s - 7.42s) |
PCMA | 2.77s | (2.74s - 2.79s) | 58.97s | (58.08s - 59.35s) |
PLASSO | 18.71m | (18.19m - 19.23m) | 192.62m | (188.10m - 195.83m) |
SPCMA | 16.05m | (15.94m - 16.04m) | 842.54m | (827.26m - 855.21m) |
Methods were run 30 times each on a single core of an Intel(R) Xeon(R) Gold 6242R CPU @ 3.10GHz processor.