Interaction Embeddings for Prediction and Explanation in Knowledge Graphs

作者: Abraham Bernstein , Huajun Chen , Bibek Paudel , Wen Zhang , Wei Zhang

DOI: 10.1145/3289600.3291014

关键词:

摘要: Knowledge graph embedding aims to learn distributed representations for entities and relations, and is proven to be effective in many applications. Crossover interactions--bi …

参考文章(41)
Antoine Bordes, Xavier Glorot, Jason Weston, Yoshua Bengio, A semantic matching energy function for learning with multi-relational data neural information processing systems. ,vol. 94, pp. 233- 259 ,(2014) , 10.1007/S10994-013-5363-6
Volker Tresp, Hans-peter Kriegel, Maximilian Nickel, A Three-Way Model for Collective Learning on Multi-Relational Data international conference on machine learning. pp. 809- 816 ,(2011)
Diederik P. Kingma, Jimmy Ba, Adam: A Method for Stochastic Optimization arXiv: Learning. ,(2014)
Volker Tresp, Evgeniy Gabrilovich, Maximilian Nickel, Kevin Murphy, A Review of Relational Machine Learning for Knowledge Graphs Proceedings of the IEEE. ,vol. 104, pp. 11- 33 ,(2016) , 10.1109/JPROC.2015.2483592
Yoshua Bengio, Xavier Glorot, Understanding the difficulty of training deep feedforward neural networks international conference on artificial intelligence and statistics. pp. 249- 256 ,(2010)
David E. Rumelhart, James L. McClelland, , Parallel distributed processing: explorations in the microstructure of cognition, vol. 1: foundations Computational Models of Cognition and Perception. ,(1986) , 10.7551/MITPRESS/5236.001.0001
Ni Lao, Tom Mitchell, William Cohen, None, Random Walk Inference and Learning in A Large Scale Knowledge Base empirical methods in natural language processing. pp. 529- 539 ,(2011)
Fabian M. Suchanek, Gjergji Kasneci, Gerhard Weikum, Yago: a core of semantic knowledge the web conference. pp. 697- 706 ,(2007) , 10.1145/1242572.1242667
Shizhu He, Kang Liu, Guoliang Ji, Jun Zhao, Learning to Represent Knowledge Graphs with Gaussian Embedding conference on information and knowledge management. pp. 623- 632 ,(2015) , 10.1145/2806416.2806502
George A. Miller, WordNet Communications of the ACM. ,vol. 38, pp. 39- 41 ,(1995) , 10.1145/219717.219748