判别式盖夫曼模型

Oct, 2016

Discriminative Gaifman Models

Mathias Niepert

TL;DR通过对知识库局部的关联和有界大小的区域的表示进行底层特征表示学习，且对知识库的局部和有界大小的邻域进行考虑，我们提出了一种判别式的 Gaifman 模型，从而使学习到的关系模型更具鲁棒性。

Abstract

We present discriminative gaifman models, a novel family of relational machine learning models. Gaifman models learn feature representations bottom up from representations of locally connected and bounded-size re