Table 1 The pattern modeling and inference abilities of several models
From: Multi-view feature representation and fusion for drug-drug interactions prediction
Model | score function | symmetry | anti-symmetry | inversion | composition |
|---|---|---|---|---|---|
Structured Embedding | \(-\parallel w_{r,1}h - w_{r,2}t\parallel\) | \(\times\) | \(\times\) | \(\times\) | \(\times\) |
TransE | \(-\parallel h + r - t \parallel\) | \(\times\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |
TransX | \(-\parallel g_{r,1}(h) + r - g_{r,2}(t) \parallel\) | \(\checkmark\) | \(\checkmark\) | \(\times\) | \(\times\) |
DistMult | \(<h,r,t>\) | \(\checkmark\) | \(\times\) | \(\times\) | \(\times\) |
ComplEx | \(Re(<h,r,t>)\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\times\) |
RotatE | \(- \parallel h \circ r - t \parallel\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) | \(\checkmark\) |