Table 2 KGE methods included in the study, alongside their citation and mechanism category (as described by [2])
From: Assessing the effects of hyperparameters on knowledge graph embedding quality
Method | Mechanism | Citation |
|---|---|---|
ComplEx | Matrix factorisation | Trouillon et al., 2016 |
ConvE | Deep learning | Dettmers et al., 2018 |
CP | Matrix factorisation | Lacroix, Usunier, and Obozinski, 2018 |
Distmult | Matrix factorisation | Yang et al., 2014 |
Relational Tucker3 | Matrix factorisation | Wang, Broscheit, and Gemulla, 2019 |
Rescal | Matrix factorisation | Nickel, Tresp, and Kriegel, 2011 |
RotatE | Geometric | Sun et al., 2018 |
SimplE | Matrix factorisation | Kazemi and Poole, 2018 |
TransE | Geometric | Bordes et al., 2013 |
Transformer* | Deep learning | Chen et al., 2020 |
TransH | Geometric | Wang et al., 2014 |