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基于条件随机场的英文农产品名识别 被引量:1

Named Entity Recognition of the Agricultural Product in English Based on Conditional Random Fields
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摘要 英文农产品命名实体识别目前国内外研究得较少,提出了一种基于条件随机场模型(CRF)的英文农产品命名实体识别方法.在条件随机场中,该方法以词作为切分粒度,充分利用上下文和英文农产品名特有的指示信息作为分类特征进行建模.实验表明,该方法获得了较好的结果. Recently,as the scarce research of named entity recognition of the products in English in the world,this paper proposes a method for the named entity recognition of the agricultural products in English based on the conditional random fields model.In the conditional random field,this paper adopts word as the grain processing unit,uses the context information and especial cue information of English product names as the features of recognition,and adopts the artificially constructed dictionary to build the model.A good result has been obtained by the experiment.
作者 方莹
出处 《河南科学》 2011年第3期350-353,共4页 Henan Science
基金 河南省科技厅基础与前沿技术研究项目(102300410208) 商丘师范学院青年基金研究项目(2010QN11)
关键词 农产品 条件随机场 特征选择 命名实体识别 agricultural product CRF feature selection named entity recognition
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  • 1John M.Pierre. Mining Knowledge from Text Collections Using Automatically Generated Metadata [A]. In: Proceedings of Fourth International Conference on Practical Aspects of Knowledge Management [C].London, UK: Springer-Verlag, 2002, 537- 548.
  • 2Bick, Eekhard. A Named Entity Recognizer for Danish[A]. In:IAno et al. (eds.), Proc. of 4th International Conf.on Language Resources and Evaluation(LRE2004)[C], Lisbon, 2004, 305-308.
  • 3Jian Sun, Jianfeng Gao, Lei Zhang, Ming Zhou, Changning Huang. Chinese Named Entity Identification Using Class-based Language Model [A]. In:Proceedings of the 19th international conference on Computational Linguistics[C]. Morristown, NJ, USA, Association for Computational Linguistics, 2002, 1 - 7.
  • 4Huaping Zhang, et al. Chinese NER Using Role Model [J]. Special Issue of the International Journal of Computational Linguistics and Chinese Language Processing, 2O03, 8(2):29 - 60.
  • 5Guohong Fu and Kang-Kwong Lake. Chinese Unknown Word Identification Using Clags-based LM[A]. In:Proceedings of the First International JointConference on Natural Language Processing (IJCNLP- 04) [C]. Hainan, China,2004, 262-269.
  • 6Tzong-Han Tsai, et al. Mencius: A Chinese Named Entity Recognizer Using the Maximum Entropy-based Hybrid Model [J]. International Journal of Computational Linguistics & Chinese Language Processing, 2004, 9(1):62- 82.
  • 7Cheng Niu, Wei Li, Jihong Ding and Rohini K. Srihari. A Bootstrapping Approach to Named Entity Classification Using Successive Learners [A]. In: Proceedings of the 41st ACL [C], Sappom, Japan, 2003, 335- 342.
  • 8Shai Fine, Yoram Singer, Naftali Tishby. (1998) The Hierarchical Hidden Markov Model: Analysis and Applications[J]. btachine Learning. 1998, 32(1): 41-62.
  • 9Y. Z. Wu, J. Zhao, B. Xu. Chinese Named Entity Recognition Combining Statistical Model with Human Knowledge[A]. Workshop of 41st ACL: nuhilingual and Mix-language NER[C], Sapporo, Japan, 2003, 65 - 72.
  • 10FRANZEN K,ERIKSSON G,OLSSON F,et al.Protein names and how to find them[J].Int J Med Inf,2002,67:49-61

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