nips 2016 輪読: supervised word movers distance
TRANSCRIPT
Supervied Word Mover's DistanceG. Huang, C. Guo, M.J. Kusner, Y. Sun, K.Q. Weinberger, F. Sha, In NIPS 2016.
‣https://papers.nips.cc/paper/6139-supervised-word-movers-distance
‣https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Supervised-Word-Movers-Distance
‣https://github.com/gaohuang/S-WMD
‣
Supervied Word Mover's DistanceG. Huang, C. Guo, M.J. Kusner, Y. Sun, K.Q. Weinberger, F. Sha, In NIPS 2016.
‣https://papers.nips.cc/paper/6139-supervised-word-movers-distance
‣https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Supervised-Word-Movers-Distance
‣https://github.com/gaohuang/S-WMD
‣
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[Huang et al., '16] Supervised Word Mover's Distance G. Huang, C. Guo, M.J. Kusner, Y. Sun, K.Q. Weinberger, F. Sha. Supervised Word Mover's Distance. In NIPS 2016. https://papers.nips.cc/paper/6139-supervised-word-movers-distance
[Mikolov et al., '13] word2vec T. Mikolov, K. Chen, G. Corrado, J. Dean. Efficient Estimation of Word Representations in Vector Space. In ICLR 2013 Workshop. https://arxiv.org/abs/1301.3781
[Rubner et al., '98] Eearth Mover's Distance Y. Rubner, C. Tomasi, L.J. Guibas. A Metric for Distributions with Applications to Image Databases. In ICCV 1998. http://ieeexplore.ieee.org/abstract/document/710701/ http://ai.stanford.edu/~rubner/papers/rubnerIccv98.pdf
[Kusner et al., '15] Word Mover's Distance M.J. Kusner, Y. Sun, N.I. Kolkin, K.Q. Weinberger. From Word Embedding To Documents Distances. In ICML 2015. http://www.jmlr.org/proceedings/papers/v37/kusnerb15.html
[Goldberger et al., '05] Neighborhood Component Analysis J. Goldberger, S. Roweis, G. Hinton, R. Salakhutdinov. Neighborhood Component Analysis. In NIPS 2005. https://papers.nips.cc/paper/2566-neighbourhood-components-analysis
Word Mover's Distance
http://yubessy.hatenablog.com/entry/2017/01/10/122737
http://www.slideshare.net/kentonozawa75/from-word-embeddings-to-document-distances
Earth Mover's Distance
http://aidiary.hatenablog.com/entry/20120804/1344058475