Knowledge Graph Representation via Similarity-Based Embedding

Table 11

Complexities comparison.

Model		Mini-batch	Params	Time (s)
RESCAL	100	200	14.25M	121.36
NTN	100	100	78.40M	347.65
TransR	100	2145	14.38M	95.96
TransE	200	2145	3.11M	7.53
DistMult	200	100	3.11M	3.23
SimE-E	200	200	5.95M	5.37
SimE-ER	200	200	6.22M	6.63