Table 9 Report of the benchmark status across datasets and algorithms. \(\checkmark\) means that the 100 iterations were successfully run, whereas \(\times\) indicates an error (M: memory, E: runtime error).
From: Comprehensive evaluation of pure and hybrid collaborative filtering in drug repurposing
Dataset | Split. | ALSWR | LibMF | LogisticMF | PMF | SCPMF | Fast.ai | NIMCGCN | BNNR | DRRS | HAN | LRSSL |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cdataset | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |
Fdataset | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |
DNdataset | Random | \(\times \text { (M)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (M)}\) | \(\times \text { (M)}\) | \(\times \text { (M)}\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\times \text { (M)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (M)}\) | \(\times \text { (M)}\) | \(\checkmark\) | \(\checkmark\) | |
Gottlieb | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |
LRSSL | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | |
PREDICT (private) | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | |
PREDICT (public) | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) | |
TRANSCRIPT | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\times \text { (E)}\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\times \text { (E)}\) | |
Synthetic | Random | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) |
Weakly c. | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times \text { (E)}\) | \(\checkmark\) | \(\checkmark\) |
