Table 7 The average ± standard deviation validation metric on the randomly selected testing subset across \(N=100\) iterations for the Top-10 algorithms on the “Synthetic” dataset in Table 1. Average (resp., standard deviation) values are rounded to the closest second (resp., first) decimal place.
From: Comprehensive evaluation of pure and hybrid collaborative filtering in drug repurposing
Model | NS AUC | AUC |
|---|---|---|
HAN | \(1.00 \pm 0.0\) | \(1.00 \pm 0.0\) |
BNNR | \(1.00 \pm 0.0\) | \(1.00 \pm 0.0\) |
LogisticMF | \(1.00 \pm 0.0\) | \(1.00 \pm 0.0\) |
ALSWR | \(1.00 \pm 2.10^{-6}\) | \(1.00 \pm 1.10^{-3}\) |
Fast.ai | \(1.00 \pm 1.10^{-2}\) | \(1.00 \pm 1.10^{-3}\) |
LibMF | – | \(0.95 \pm 9.10^{-4}\) |
PMF | \(0.99 \pm 2.10^{-3}\) | \(0.93 \pm 4.10^{-3}\) |
SCPMF | \(0.88 \pm 2.10^{-1}\) | – |
NIMCGCN | \(0.54 \pm 4.10^{-3}\) | \(0.94 \pm 5.10^{-4}\) |
