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第3期 汪沛,等:一种结合词向量和图模型的特定领域实体消歧方法 ·375. 1418-1426 USA:University of Chicago,2002. [17]SZUMMER M,JAAKKOLA T.Partially labeled classifica- [26]LAFFERTY J,LEBANON G.Information diffusion kernels tion with Markov random walks[C]//Advances in neural [C]//Advances in neural information processing systems. information processing systems (NIPS).Cambridge, Cambridge,2002:375-382. 2002,14:945-952. [27]SMOLA A J,KONDOR R.Kernels and regularization on [18]ZHOU Dengyong.Learning from labeled and unlabeled da- graphs[M]//Learning theory and kernel machines.Berlin ta on a directed graph[C]//Proceedings of the 22nd inter- Heidelberg:Springer,2003:144-158. national conference on machine learning.New York,USA, [28]HU Jian,WANG Gang,LOCHOVSKY F,et al.Under- 2005:1036-1043. standing user's query intent with Wikipedia[C]//Proceed- [19]TISHBY N,SLONIM N.Data clustering by Markovian re- ings of the 18th International Conference on World Wide laxation and the information bottleneck method[C]//Pro- Web.Beijing,China,2009:471-480. ceedings of Neural Information Processing Systems.Van- 作者简介: couver,Canadian,2000:640-646. 汪沛,男,1990年生,硕士研究生, [20]HAREL D,KOREN Y.On clustering using random walks 主要研究方向为自然语言处理、信息 [M]//HARIHARAN R,VINAY V,MUKUND M.Foun- 抽取。 dations of software technology and theoretical computer sci- ence.Berlin Heidelberg:Springer,2001:18-41. [21]LUXBURG U V.A tutorial on spectral clustering[J].Sta- tistics and computing,2007,17(4):395-416. [22]GRADY L.Random walks for image segmentation [J]. 线岩团,男,1981年生,博士研究 IEEE transactions on pattern analysis and machine intelli- 生,主研方向为自然语言处理、信息抽 gence,2006,28(11):1768-1783. 取、机器翻译、机器学习。 [23]GORI M,MAGGINI M,SARTI L.Exact and approximate graph matching using random walks.[.IEEE transactions on Pattern analysis and machine intelligence,2005,27 (7):1100-1111. [24]KONDOR R I,LAFFERTY J.Diffusion kernels on graphs 郭剑毅,女,1964年生,教授,主要 and other discrete structures[C]//Proceedings of the 19th 研究领域为自然语言处理、信息抽取、 international conference on machine learning.Sydney, 机器学习。 Australia,2002:315-322. [25 BELKIN M,NIYOGI P.Laplacian eigenmaps for dimen- sionality reduction and data representation[R].Chicago,1418⁃1426. [17]SZUMMER M, JAAKKOLA T. Partially labeled classifica⁃ tion with Markov random walks[ C] / / Advances in neural information processing systems ( NIPS ). Cambridge, 2002, 14: 945⁃952. [18]ZHOU Dengyong. Learning from labeled and unlabeled da⁃ ta on a directed graph[C] / / Proceedings of the 22nd inter⁃ national conference on machine learning. New York, USA, 2005: 1036⁃1043. [19]TISHBY N, SLONIM N. Data clustering by Markovian re⁃ laxation and the information bottleneck method[C] / / Pro⁃ ceedings of Neural Information Processing Systems. Van⁃ couver, Canadian, 2000: 640⁃646. [20]HAREL D, KOREN Y. On clustering using random walks [M] / / HARIHARAN R, VINAY V, MUKUND M. Foun⁃ dations of software technology and theoretical computer sci⁃ ence. Berlin Heidelberg: Springer, 2001: 18⁃41. [21]LUXBURG U V. A tutorial on spectral clustering[ J]. Sta⁃ tistics and computing, 2007, 17(4): 395⁃416. [ 22] GRADY L. Random walks for image segmentation [ J]. IEEE transactions on pattern analysis and machine intelli⁃ gence, 2006, 28(11): 1768⁃1783. [23]GORI M, MAGGINI M, SARTI L. Exact and approximate graph matching using random walks.[J]. IEEE transactions on Pattern analysis and machine intelligence, 2005, 27 (7): 1100⁃1111. [24]KONDOR R I, LAFFERTY J. Diffusion kernels on graphs and other discrete structures[C] / / Proceedings of the 19th international conference on machine learning. Sydney, Australia, 2002: 315⁃322. [25] BELKIN M, NIYOGI P. Laplacian eigenmaps for dimen⁃ sionality reduction and data representation[R]. Chicago, USA: University of Chicago, 2002. [26]LAFFERTY J, LEBANON G. Information diffusion kernels [C] / / Advances in neural information processing systems. Cambridge, 2002: 375⁃382. [27] SMOLA A J, KONDOR R. Kernels and regularization on graphs[M] / / Learning theory and kernel machines. Berlin Heidelberg: Springer, 2003: 144⁃158. [28] HU Jian, WANG Gang, LOCHOVSKY F, et al. Under⁃ standing user's query intent with Wikipedia[C] / / Proceed⁃ ings of the 18th International Conference on World Wide Web. Beijing, China, 2009: 471⁃480. 作者简介: 汪沛,男,1990 年生,硕士研究生, 主要研究方向为自然语言处理、信息 抽取。 线岩团,男,1981 年生,博士研究 生,主研方向为自然语言处理、信息抽 取、机器翻译、机器学习。 郭剑毅,女,1964 年生,教授,主要 研究领域为自然语言处理、信息抽取、 机器学习。 第 3 期 汪沛,等:一种结合词向量和图模型的特定领域实体消歧方法 ·375·
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