VN Network: Embedding Newly Emerging Entities with Virtual Neighbors

Author:

He Yongquan1,Wang Zhihan2,Zhang Peng3,Tu Zhaopeng4,Ren Zhaochun2

Affiliation:

1. University of Chinese Academy of Sciences & Chinese Academy of Sciences, Beijing, China

2. Shandong University, Shandong, China

3. Chinese Academy of Sciences, Beijing, China

4. Tencent AI Lab, Beijing, China

Funder

Strategic Priority Research Program of Chinese Academy of Sciences

National Key R&D Program

Publisher

ACM

Reference35 articles.

1. Kurt D. Bollacker Colin Evans Praveen Paritosh Tim Sturge and Jamie Taylor. 2008. Freebase: a collaboratively created graph database for structuring human knowledge. In SIGMOD. 1247--1250. https://doi.org/10.1145/1376616.1376746 Kurt D. Bollacker Colin Evans Praveen Paritosh Tim Sturge and Jamie Taylor. 2008. Freebase: a collaboratively created graph database for structuring human knowledge. In SIGMOD. 1247--1250. https://doi.org/10.1145/1376616.1376746

2. Antoine Bordes Nicolas Usunier Alberto Garc'i a-Durá n Jason Weston and Oksana Yakhnenko. 2013. Translating Embeddings for Modeling Multi-relational Data. 2787--2795. http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data Antoine Bordes Nicolas Usunier Alberto Garc'i a-Durá n Jason Weston and Oksana Yakhnenko. 2013. Translating Embeddings for Modeling Multi-relational Data. 2787--2795. http://papers.nips.cc/paper/5071-translating-embeddings-for-modeling-multi-relational-data

3. Boyang Ding Quan Wang Bin Wang and Li Guo. 2018. Improving Knowledge Graph Embedding Using Simple Constraints. In ACL. 110--121. https://doi.org/10.18653/v1/P18--1011 Boyang Ding Quan Wang Bin Wang and Li Guo. 2018. Improving Knowledge Graph Embedding Using Simple Constraints. In ACL. 110--121. https://doi.org/10.18653/v1/P18--1011

4. Xin Dong Evgeniy Gabrilovich Geremy Heitz Wilko Horn Ni Lao Kevin Murphy Thomas Strohmann Shaohua Sun and Wei Zhang. 2014. Knowledge vault: a web-scale approach to probabilistic knowledge fusion. In SIGKDD. 601--610. https://doi.org/10.1145/2623330.2623623 Xin Dong Evgeniy Gabrilovich Geremy Heitz Wilko Horn Ni Lao Kevin Murphy Thomas Strohmann Shaohua Sun and Wei Zhang. 2014. Knowledge vault: a web-scale approach to probabilistic knowledge fusion. In SIGKDD. 601--610. https://doi.org/10.1145/2623330.2623623

5. Fast rule mining in ontological knowledge bases with AMIE $$+$$ +

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