Изменения
→Векторные представления графов знаний
Существует множество различных моделей KGE, таких как
TransE<ref>[https://papers.nips.cc/paper/2013/file/1cecc7a77928ca8133fa24680a88d2f9-Paper.pdf Translating Embeddings for Modeling Multi-relational Data] {{---}} Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko (2013)</ref>,
TransR<ref>[https://www.aaai.org/ocs/index.php/AAAI/AAAI15/paper/view/9571 Learning Entity and Relation Embeddings for Knowledge Graph Completion] {{---}} Yankai Lin, Zhiyuan Liu, Maosong Sun, Yang Liu, Xuan Zhu (2015)</ref>, RESCAL<ref>[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.383.2015&rep=rep1&type=pdf A Three-Way Model for Collective Learning on Multi-Relational Data] {{---}} Nickel Maximilian, Tresp Volker, Kriegel Hans-Peter (2011)</ref>,
DistMult<ref>[https://arxiv.org/abs/1412.6575 Embedding Entities and Relations for Learning and Inference in Knowledge Bases] {{---}} Bishan Yang, Wen-tau Yih, Xiaodong He, Jianfeng Gao, Li Deng (2015)</ref>,
ComplEx<ref>[http://proceedings.mlr.press/v48/trouillon16.pdf Complex Embeddings for Simple Link Prediction] {{---}} Théo Trouillon, Johannes Welbl, Sebastian Riedel, Éric Gaussier, Guillaume Bouchard (2016)</ref>,
