Knowledge graph embeddings

Speaker : Nathan De Lara
Date: 12/03/2018
Time: 10:30 am - 12:00 pm
Location: Telecom Paristech, I304 (3rd floor)


Nathan De Lara will introduce the knowledge graph embeddings, based on the following references:

  • Bordes, A., Usunier, N., Garcia-Duran, A., Weston, J., and Yakhnenko, O. (2013). Translating embeddings for modeling multi-relational data. In Advances in neural information processing systems (pp. 2787-2795).
  • Wang, Z., Zhang, J., Feng, J., and Chen, Z. (2014, July). Knowledge Graph Embedding by Translating on Hyperplanes. In AAAI (Vol. 14, pp. 1112-1119).
  • Bordes, A., Weston, J., Collobert, R., and Bengio, Y. (2011, August). Learning Structured Embeddings of Knowledge Bases. In AAAI (Vol. 6, No. 1, p. 6).
  • Wang, Q., Mao, Z., Wang, B., and Guo, L. (2017). Knowledge graph embedding: A survey of approaches and applications. IEEE Transactions on Knowledge and Data Engineering, 29(12), 2724-2743.