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基于情感分析的altmetrics学术质量评价方法研究 被引量:14

Altmetrics Academic Quality Evaluation Method Based on Sentiment Analysis
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摘要 [目的 /意义]Altmetrics通过API跟踪和分析学术文献的网络活动,根据影响力分值评价学术成果的影响力。然而,其评价学术影响力不考察读者态度极性,仅提供简单的公众关注度信息,不能直接体现学术成果的质量。为此研究altmetrics评价学术质量的可行性方案。[方法/过程]将情感分析与altmetrics相结合,并以新闻媒体、社交网站、文献数据库、学术论坛的提及、评论、引用、讨论指标为例,探讨altmetrics量化指标与情感分析相结合的理论框架。[结果 /结论]构建基于情感分析的altmetrics加权综合运算模型,该模型虽有情感分析技术实现难度较大、计算过程复杂且缺乏实证研究的不足,但作为评价学术质量的一种尝试,值得探讨。 [Purpose/significance] A new idea which assesses the quality prediction of UGC based on user behavior context is proposed, which can improve the latest sole UGC quality prediction method based on text analysis. [ Method/ process] Based on analyzing the context factors which will affect user behaviors, the components of user behavior context are described with ontology method. And also, the user behavior context ontology framework is constructed. The semantic elements can be added to the prediction of UGC quality through ontology reasoning. [Result/conclusion ] The method can make the UGC quality prediction much more accurately and real timely.
作者 孟伟花 向菲
出处 《图书情报工作》 CSSCI 北大核心 2016年第11期107-112,112,共6页 Library and Information Service
基金 国家社会科学基金青年项目"公共健康信息资源协同配置与集成服务研究"(项目编号:10CTQ026) "华中科技大学文科重点专项"项目"县域公共卫生服务知识转移机制研究"(项目编号:2015AE019)研究成果之一
关键词 altmetrics社交媒体 情感分析 学术质量评价 UGC user behavior context ontology quality real time prediction
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参考文献20

  • 1SCOTTI V. Bibliometrics and Web use : the birth of altmetrics [ J ].Recenti progressi in medicina,2015 ,106(4) :176 - 179. 被引量:1
  • 2PRIEM J, TARABORELLID, GROTH P, et al. Altmetrics : a mani-festo [ EB/OL]. [ 2015 - 10 -26]. http//altmetrics. org/manifes-to/. 被引量:1
  • 3邱均平,余厚强.替代计量学的提出过程与研究进展[J].图书情报工作,2013,57(19):5-12. 被引量:180
  • 4薛燕.自媒体环境下人文社会科学学术文献的质量评价[J].新世纪图书馆,2015(5):86-90. 被引量:4
  • 5卫垌圻,谭宗颖.Altmetrics国内外研究中的问题与挑战[J].图书情报工作,2015,59(2):93-99. 被引量:37
  • 6HAUSTEIN S,PETERS I,SUGIM0T0 R,et al. Tweeting biomedi-cine :an analysis of tweets and citations in the biomedical literature[J]. Journal of the Association for Information Science and Tech-nology ,2014,65(4) :656 -669. 被引量:1
  • 7CHAHAL K. Sentiment analysis of data collected from social mediafor improving healthcare [ EB/OL] . [ 2015 - 12 - 20 ]. http://www. sci. tamucc. edu/cams/projects/476, pdf. 被引量:1
  • 8HOLMBERG K, BOWMAN D, HAUSTEIN S,et al. Astrophysi-cists * conversational connections on Twitter[ J/OL]. PLOS ONE,2014,9(8). [2016 -05 -26]. http://joumals. plos. org/plosone/article? id = 10.1371/joumal. pone. 0106086. 被引量:1
  • 9FRIEDRICH N,BOWMAN D,STOCK G,et al. Adapting sentimentanalysis for tweets linking to scientific papers [ EB/ OL ]. [2016 -05 -16]. http;//arxiv. org/abs/1507,01967. 被引量:1
  • 10CANVASSER E,RAMO C,MORGAN M,et al. The use of socialmedia in endourology : an analysis of endourology meeting [ J ]. Jour-nal of endourology ,2015,29(5) :615 -620. 被引量:1

二级参考文献312

  • 1张珊,于留宝,胡长军.基于表情图片与情感词的中文微博情感分析[J].计算机科学,2012,39(S3):146-148. 被引量:55
  • 2朱嫣岚,闵锦,周雅倩,黄萱菁,吴立德.基于HowNet的词汇语义倾向计算[J].中文信息学报,2006,20(1):14-20. 被引量:327
  • 3Baidu百科.Meta分析[EB/OL].[2011-03-14].http://baike.baidu.com/view/938263.html?fromTaglist. 被引量:2
  • 4Garfield E, Merton R K. Citation indexing: Its theory and application in science, technology, and humanities[M]. New York: Wiley, 1979. 被引量:1
  • 5Garfield E.The history and meaning of the journal impact factor[J].JAMA,2006,295(1):90-93. 被引量:1
  • 6Galligan F,Dyas-Correia S. Altmetrics: Rethinking the way we measure[J].Serials Review,2013,39(1):56-61. 被引量:1
  • 7Lane J.Let's make science metrics more scientific[J].Nature,2010,464(7288):488-489. 被引量:1
  • 8Macroberts M, Macroberts B.Problems of citation analysis[J].Scientometrics,1996,36(3):435-444. 被引量:1
  • 9Peritz B C.On the objectives of citation analysis: Problems of theory and method[J].Journal of the American Society for Information Science,1992,43(6):448-451. 被引量:1
  • 10Bornmann L,Daniel H D.What do citation counts measure? a review of studies on citing behavior[J].Journal of Documentation,2008,64(1):45-80. 被引量:1

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