期刊文献+

数字图书馆中的智能推荐技术研究 被引量:2

The Intelligent Recommendation Technology of Digital Libraries
原文传递
导出
摘要 为构建一种精确性较高的智能信息技术模型,对蚁群算法、SOM网络进行分析与研究,并基于两者构建智能推荐技术,运用该技术完成模型的建立与更新。最后利用已建模型对目前较通用的读者原始流通信息记录进行测试,验证结果表明该技术的个性化信息服务的准确率较高,且具有较高理论意义与应用价值。 For building a high accuracy model of intelligent information technology, the paper studies the ant colony algorithm and SOM network, and builds intelligent recommendation techniques based on findings. Test resuhs show the high accuracy of the technology on personalized information services, and the theoretical significance and application value of the technology.
出处 《图书情报工作》 CSSCI 北大核心 2011年第17期108-111,共4页 Library and Information Service
基金 安徽省教育厅人文社会科学研究基金项目"数字图书馆中智能型推荐系统的研究"(项目编号:2008SK483) 安徽商贸职业技术学院科研项目"数字化资源建设 评估与利用策略的研究"(项目编号:2007KY03)研究成果之一
关键词 蚁群算法 SOM神经网络 数据挖掘 数字图书馆 ant colony algorithm self-organized feature mapping neural networks data mining digital library
  • 相关文献

参考文献4

  • 1Kuo R J, Liao J L, Tu C. Integration of ART2 neural network and genetic k-means algorithm for analyzing Web browsing paths in electronic commerce. Decision Support Systems, 2005,40 (2) : 355 - 374.
  • 2Proh T H, Oh K J, Han I. The collaborative filtering recommendation based on SOM cluster indexing CBR. Expert Systems with Applications, 2003,25 ( 3 ) :413 - 423.
  • 3Mazzeo S, Loiseau I. An ant colony algorithm for the capacitated vehicle routing. Electronic Notes in Discrete Mathematics,2004,18 : 181 - 186.
  • 4刘志硕,申金升,柴跃廷.基于自适应蚁群算法的车辆路径问题研究[J].控制与决策,2005,20(5):562-566. 被引量:59

二级参考文献10

  • 1Laport G.The vehicle routing problem:An overview of exact and approximate algorithms[J].European J of Operational Research,1992,59(1):345-358.
  • 2Dorigo M,Maniezzo V,Colorni A.Ant system:Optimization by a colony of cooperating agents[J].IEEE Trans on System,Man,and Cybernetics,1996,26(1):29-41.
  • 3Maniezzo V,Colorni A.An ANTS heuristic for the frequency assignment problem[J].Future Generation Computer Systems,2000,16(8):927-935.
  • 4Colorni A,Dorigo M.Ant system for job shop scheduling[J].Operation Research,1994,34(1):39-53.
  • 5Costa D.Ant can color graphs[J].J of the Operations Research Society,1997,48(3):295-305.
  • 6Dorigo M,Luca M.A study of some properties of ant-Q[A].Proc of 4th Int Conf on Parallel Problem Solving form Nature(PPSN)[C].Berlin:Springer Verlag,1996:656-665.
  • 7Stutzle T.MAX-MIN ant system[J].Future Generation Computer Systems J,2000,16(8):889-914.
  • 8Gambardella L M,Dorigo M.An ant colony system hybridized with a new local search for the ordering problem[J].Informs J on Computing,2000,12(3):237-255.
  • 9Zhang J H,Xu X H.A new evolutionary algorithm-ant conoly algorithm[J].System Engineering Theory and Application,1999,36(3):84-87.
  • 10Clarck G,Wright J W.Scheduling of vehicles form a central depot to a number of delivery points[J].Operations Research,1964,12(4):568-581.

共引文献58

同被引文献21

  • 1朱红灿,唐毅.一种基于动态SOM的增量中文文本聚类方法[J].图书情报工作,2007,51(6):116-119. 被引量:2
  • 2Daigle R J, Arnold V. An analysis of the research pro- ductivity of AIS faculty [J].International Journal of Ac- counting Information Systems, 2000, 1(2): 106 - 122.
  • 3Reid E F, Chen H. Mapping the contemporary terror- ism research domain [J]. International Journal of Hu- man-Computer Studies, 2007, 65(1): 42-56.
  • 4Huang Z, Chen H, Chen Z K, Roco M C. International nanotechnology development in 2003: Country, institu- tion, and technology field analysis based on USPTOpatent database [J]. Journal of Nanoparticle Research, 2004, 6 (4), 325 - 354.
  • 5Shen J, Yao L, Li Y, Clarke M, Gan Q, Fan Y, Zhong D, Li Y, Gou Y, Wang L. Visualization studies on evi- dence-based medicine domain knowledge (series 2): Structural diagrams of author networks [J]. Journal of Evidence-Based Medicine, 2011, 4(2): 85 -95.research sub- jects [J]. Journal of Evidence-Based Medicine, 2011, 4(2): 73 - 84.
  • 6Shen J, Yao L, Li Y, Clarke M, Gan Q, Fan Y, Zhong D, Li Y, Gou Y, Wang L. Visualization studies on evi- dence-based medicine domain knowledge (Series 1): Mapping of evidence-based medicine.
  • 7Moed H F, Moya-Anegon F, Lopez-Illescas C, Visser M. Is concentration of university research associated with better research performanee?[J]. Journal of Infor- metrics, 2011,5(4): 649 - 658.
  • 8Kohonen T. Self-Organizing Maps (3rd) [M]. Berlin: Springer, 2001:145-162.
  • 9An L, Zhang J, Yu C. The Visual Subject Analysis of Library and Information Science Journals with Self-Organizing Map [J]. Knowledge Organization, 2011, 35(4): 299-320.
  • 10An L, Yu C. Self-Organizing Maps for Competitive Techni- cal Intelligence Analysis [J]. International Journal of Corn-puter Information Systems and Industrial Management Appli- cations, 2012, 4(1): 83-91.

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部