3.2. Neural embeddings

Learning Structured Embeddings of Knowledge Bases

Authors: Antoine Bordes, Jason Weston, Ronan Collobert, Yoshua Bengio
Venue: AAAI
Year: 2011
Paper
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A latent factor model for highly multi-relational data

Authors: Rodolphe Jenatton, Nicolas L Roux, Antoine Bordes, Guillaume R Obozinski
Venue: NIPS
Year: 2012
Paper
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A Semantic Matching Energy Function for Learning with Multi-relational Data

Authors: Antoine Bordes, Xavier Glorot, Jason Weston, Yoshua Bengio
Venue: Machine Learning: Special Issue on Learning Semantics
Year: 2013
Paper
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Translating Embeddings for Modeling Multi-relational Data

Authors: Antoine Bordes, Nicolas Usunier, Alberto Garcia-Duran, Jason Weston, Oksana Yakhnenko
Venue: NIPS
Year: 2013
Paper
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Learning Entity and Relation Embeddings for Knowledge Graph Completion

Authors: Yankai Lin, Zhiyuan Liu, Maosong Sun, Yang Liu, Xuan Zhu
Venue: AAAI
Year: 2015
Paper
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Embedding Entities and Relations for Learning and Inference in Knowledge Bases

Authors: Bishan Yang, Wen-tau Yih, Xiaodong He, Jianfeng Gao, Li Deng
Venue: ICLR
Year: 2015
Paper
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Injecting Logical Background Knowledge into Embeddings for Relation Extraction

Authors: Tim Rocktaschel, Sameer Singh, Sebastian Riedel
Venue: NAACL
Year: 2015
Paper
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Representation Learning of Knowledge Graphs with Entity Descriptions

Authors: Ruobing Xie, Zhiyuan Liu, Jia Jia, Huanbo Luan, Maosong Sun
Venue: AAAI
Year: 2016
Paper
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Combining two and three-way embedding models for link prediction in knowledge bases

Authors: Alberto García-Durán, Antoine Bordes, Nicolas Usunier, Yves Grandvalet
Venue: JAIR
Year: 2016
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Complex Embeddings for Simple Link Prediction

Authors: Théo Trouillon, Johannes Welbl, Sebastian Riedel, Éric Gaussier, Guillaume Bouchard
Venue: ICML
Year: 2016
Paper
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Representation Learning of Knowledge Graphs with Hierarchical Types

Authors: Ruobing Xie, Zhiyuan Liu, Maosong Sun
Venue: IJCAI
Year: 2016
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Holographic Embeddings Knowledge Graphs

Authors: Maximilian Nickel, Lorenzo Rosasco, Tomaso Poggio
Venue: AAAI
Year: 2016
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Low-Dimensional Embeddings of Logic.

Authors: Tim Rocktaschel, Matko Bosnjak, Sameer Singh, Sebastian Riedel
Venue: ACL Workshop on Semantic Parsing
Year: 2014
Paper
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Next chapter: 3.3. Bayesian clustering