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In statistical relational learning, the link prediction problem is key to automatically understand the structure of large knowledge bases.
Sur les matrices hypohermitiennes et sur les matrices unitaires
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The expression of a tensor or a polyadic as a sum of products
Hitchcock, F. L · 1927
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Holographic embeddings of knowledge graphs
Nickel, Maximilian, Rosasco, Lorenzo, and Poggio, Tomaso A · 1961
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Dbpedia: A nucleus for a web of open data
Auer, Sören, Bizer, Christian, Kobilarov, Georgi, Lehmann, Jens, and Ives, Zachary · 2007
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Introduction to Statistical Relational Learning (Adaptive Computation and Machine Learning)
Getoor, Lise and Taskar, Ben · 2007
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Complexity measures of sign matrices
Linial, Nati, Mendelson, Shahar, Schechtman, Gideon, and Shraibman, Adi · 2007
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Freebase: a collaboratively created graph database for structuring human knowledge
Bollacker, Kurt, Evans, Colin, Paritosh, Praveen, Sturge, Tim, and Taylor, Jamie · 2008
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Matrix factorization techniques for recommender systems
Koren, Yehuda, Bell, Robert, and Volinsky, Chris · 2009
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Reducing the rank in relational factorization models by including observable patterns
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Alon, Noga, Moran, Shay, and Yehudayoff, Amir · 2015
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On approximate reasoning capabilities of low-rank vector spaces
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Embedding entities and relations for learning and inference in knowledge bases
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Riedel, Sebastian, Yao, Limin, McCallum, Andrew, and Marlin, Benjamin M · 2013
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Reasoning with neural tensor networks for knowledge base completion
Socher, Richard, Chen, Danqi, Manning, Christopher D, and Ng, Andrew · 2013
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Sulle funzioni bilineari
Beltrami, Eugenio
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Irreflexive and Hierarchical Relations as Translations
Bordes, Antoine, Usunier, Nicolas, Garcia-Duran, Alberto, Weston, Jason, and Yakhnenko, Oksana
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Translating embeddings for modeling multi-relational data
Bordes, Antoine, Usunier, Nicolas, Garcia-Duran, Alberto, Weston, Jason, and Yakhnenko, Oksana
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A review of relational machine learning for knowledge graphs
Nickel, Maximilian, Murphy, Kevin, Tresp, Volker, and Gabrilovich, Evgeniy
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Trouillon, Théo, Dance, Christopher R., Gaussier, Éric, and Bouchard, Guillaume · 2016
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A factorization machine framework for testing bigram embeddings in knowledgebase completion
Welbl, Johannes, Bouchard, Guillaume, and Riedel, Sebastian · 2016
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