期刊文献+

贝叶斯网络检索模型的性能评估 被引量:2

Evaluation for Bayesian network retrieval models' performance
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摘要 贝叶斯网络检索模型可以表示术语间的条件概率和概念语义,并依此预测用户查询和文档间的相似度,是解决信息检索的有效手段。通过构造中文测试集合,对简单贝叶斯网络检索模型和扩展的贝叶斯网络检索模型的性能进行详细评估,实验证明扩展模型可以有效地提高检索性能,在一定程度上实现了基于语义的信息检索。 Bayesian network retrieval models are suitable models to deal with information retrieval problem because they are appropriate tools to store the conditional probabilities and semantic meanings among terms and compute the similarity between user's query and documents.In this paper the simple Bayesian network retrieval model and the extended models are evaluated detailed with the Chinese collection,experimental results show that the extended models behave better than others,realizing semantic retrieval to some extent.
出处 《计算机工程与应用》 CSCD 北大核心 2011年第31期112-115,共4页 Computer Engineering and Applications
关键词 贝叶斯网络检索模型 术语相似度 信息检索 同义词 Bayesian network retrieval models term similarity information retrieval synonyms
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参考文献8

  • 1Acid S,de Campos L M,Fernandez-luna J M, et al.An informa- tion retrieval model based on simple Bayesian networks[J].Inter- national Journal of Intelligent Systems, 2003,18 (2) : 251-265.
  • 2de Campos L M,Fernandez-luna J M,Huete J EThe BNR mod- el: fotmdations and performance of a Bayesian network- based retrieval model[J].Intemational Journal of Approximate Reasoning, 2003,34: 265-285.
  • 3de Carnpos L M, Fernandez-Irma J M, Huete J Elmproving the efficiency of the Bayesian network retrieval model by reducing relationships between terms[J].Intemational Journal of Uncertain- ty, Fuzziness and Knowledge-Based Systems, 2003,11 : 101-116.
  • 4de Campos L M, Femandez-luna J M, Huete J EClustering terms in the Bayesian network retrieval model: a new ap- proach with two term-layers[J].Applied Soft Computing,2004, 4(2):149-158.
  • 5徐建民,白彦霞,吴树芳.基于同义词扩展的贝叶斯网络检索模型[J].计算机应用,2006,26(11):2628-2630. 被引量:10
  • 6徐建民,白彦霞,吴树芳.基于术语相似度的贝叶斯网络检索模型扩展[J].计算机工程,2007,33(16):175-177. 被引量:4
  • 7白彦霞,云彩霞,李珊,张秋菊,杨鹏.多层的贝叶斯网络检索模型[J].计算机工程与应用,2009,45(16):165-168. 被引量:5
  • 8刘群 李素建.基于《知网》的词汇语义相似度计算.中文计算语言学,2002,7(2):59-76.

二级参考文献14

  • 1陆勇,侯汉清.用于信息检索的同义词自动识别及其进展[J].南京农业大学学报(社会科学版),2004,4(3):87-93. 被引量:25
  • 2张涛,杨尔弘.基于上下文词语同现向量的词语相似度计算[J].电脑开发与应用,2005,18(3):41-43. 被引量:8
  • 3徐建民,白彦霞,吴树芳.基于同义词扩展的贝叶斯网络检索模型[J].计算机应用,2006,26(11):2628-2630. 被引量:10
  • 4de Campos L M,Fernandez-Luna J M,Huete J F.Bayesian networks and information retrieval:An introduction to the special issue[J].Information Processing and Management,2004,40(5):727-733.
  • 5Acid S,de Campos L M,Femandez-Luna J M,et al.An information retrieval model based on simple Bayesian networks[J].International Journal of Intelligent Systems, 2003,18 (2) : 251-265.
  • 6de Campos L M,Femandez-Luna J M,Huete J F.Clustering terms in the Bayesian network retrieval model:A new approach with two term-layers[J].Applied Soft Computing,2004,4(2) : 149-158.
  • 7DE CAMPOS LM, FERNANDEZ-LUNA JM, HUETE JF. Clustering terms in the Bayesian network retrieval model: a new approach with two term-layers [ J]. Applied Soft Computing, 2004, 4(2):149 -158.
  • 8DE CAMPOS LM, FERNANDEZ-LUNA JM, HUETE JF. Bayesian networks and information retrieval: an introduction to the special issue[J]. Information Processing and Management, 2004, 40(5):727 -733.
  • 9ACID S, DE CAMPOS LM, FERNANDEZ-LUNA JM, et al. An information retrieval model based on simple Bayesian networks[ J]. International Journal of Intelligent Systems, 2003, 18(2) : 251 -265.
  • 10DE CAMPOS LM, FERNANDEZ-LUNA JM, HUETE JF. The BNR model: foundations and performance of a Bayesian network-based retrieval model[J]. International Journal of Approximate Reasoning,2003, 34(2/3): 265 -285.

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