BrambleXu / knowledge-graph-learning

A curated list of awesome knowledge graph tutorials, projects and communities.
MIT License
736 stars 120 forks source link

ICML-2016-Complex Embeddings for Simple Link Prediction #261

Open BrambleXu opened 4 years ago

BrambleXu commented 4 years ago

Summary:

这篇论文主要想证明,针对link prediction task,简单的dot product其实是非常有效的,能用于表示一个relation的对称和非对称关系。

Resource:

Paper information:

Notes:

a relational model should (a) be able to learn all combinations of these properties, namely reflexivity/irreflexivity, symmetry/antisymmetry and transitivity, and (b) be linear in both time and memory in order to scale to the size of present day KBs, and keep up with their growth.

这个说了其实relation里包含很多属性,对称性,传递性等等

image

这一段主要说了,通过dot product,可以捕捉relation的对称或非对称关系。

image

Model Graph:

Result:

Thoughts:

Next Reading: