Art

J-GLOBAL ID：201802222177398623   Reference number：18A0505675

「深層学習周辺の最新動向」実ユークリッド空間を超えた埋込み手法の新展開

Author (1)： SHIRAKAWA TATSUYA (ABEJA, Inc.)
Material： 人工知能  (人工知能学会誌)
Volume： 33  Issue： 2  Page： 163-169  Publication year： Mar. 01, 2018 
JST Material Number： X0330A  ISSN： 2188-2266  Document type： Article
Article type： 解説  Country of issue： Japan (JPN)  Language： JAPANESE (JA)

Thesaurus term： *Machine Learning ,  technological review ,  *Euclidean space ,  embedding ,  word ,  characterization ,  sampling (statistics) ,  *optimization problem ,  nodal point ,  property ,  knowledge base ,  graph ,  *deep learning ,  adjacency relation
Semi thesaurus term： sampling

JST classification (3)： Artificial intelligence  (JE08000Z) ,  System and control theory in general  (IA02010H) ,  Other methods of operations research  (KA03070E)

Reference (14)：

• [Bordes 13] Bordes, A., Usunier, N., Garcia-Duran, A., Weston, J. and Yakhnenko, O.: Translating embeddings for modeling multirelational data, Advances in Neural Information Processing Systems, pp. 2787-2795 (2013)
• [Harshman 70] Harshman, R. A.: Foundations of the parafac procedure: Models and conditions for an ′′explanatory′′ multimodal factor analysis (1970)
• [Hayashi 17] Hayashi, K. and Shimbo, M.: On the Equivalence of holographic and complex embeddings for link prediction, Proc. ACL, UCLA Working Papers in Phonetics (2017)
• [Joulin 17] Joulin, A., Grave, E., Bojanowski, P., Nickel, M. and Mikolov, T.: Fast linear model for knowledge graph embeddings, arXiv preprint arXiv:1710.10881 (2017)
• [Krizhevsky 12] Krizhevsky, A., Sutskever, I. and Hinton, G. E.: ImageNet classification with deep convolutional neural networks, in Pereira, F., Burges, C. J. C., Bottou, L. and Weinberger, K. Q., eds., Advances in Neural Information Processing Systems, Vol. 25, pp. 1097-1105, Curran Associates, Inc. (2012)

Terms in the title (7)： 深層学習 ,  周辺 ,  最新動向 ,  ユークリッド空間 ,  埋込み ,  手法 ,  展開