| 学科领域生命周期中作者研究兴趣演化分析 |
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| 引用本文： | 关鹏,王曰芬.学科领域生命周期中作者研究兴趣演化分析[J].图书情报工作,2016,60(19):116-124. |
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| 作者姓名： | 关鹏 王曰芬 |
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| 作者单位： | 1. 南京理工大学经济管理学院 南京 210094;
2. 江苏省社会公共安全科技协同创新中心 南京 210094;
3. 巢湖学院应用数学学院 合肥 238000 |
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| 基金项目： | 本文系国家自然科学基金“新研究领域科学文献传播网络生长及对传播效果影响研究”（编号：71373124）和江苏高校哲学社会科学重点研究基地“社会计算与舆情分析”（培育点）研究成果之一。 |
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| 摘 要： | 目的/意义]为揭示作者研究兴趣的演化特征，结合生命周期理论和Author-Topic（AT）主题模型提出作者研究兴趣演化分析框架。方法/过程]收集CNKI数据库中锂离子电池领域的期刊论文数据，通过文献信息增长规律对学科生命周期发展阶段进行划分，利用AT主题模型抽取分析作者-主题、主题-词项以及文档-主题概率分布，通过追踪学科领域生命周期中主题强度和作者研究兴趣度的变化趋势进行演化分析。结果/结论]实证研究选择核心作者作为分析对象，结果显示国内锂离子电池领域的核心作者的研究兴趣度普遍在成长期达到最大值，对学科发展起到促进作用。核心作者的研究兴趣演化趋势与相应的主题演化趋势一致时，能够引领该研究主题的发展。但也存在一些研究主题，其演化趋势并不同于核心作者的研究兴趣演化趋势，这部分主题往往强度值较大，涉及的研究方向比较广。
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| 关 键 词： | 作者主题模型 生命周期 核心作者 研究兴趣 演化分析 |
| 收稿时间： | 2016-07-21 |
Dynamic Analysis of Authors' Research Interests in Disciplinary Field Life Cycle |
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| Guan Peng,Wang Yuefen.Dynamic Analysis of Authors' Research Interests in Disciplinary Field Life Cycle[J].Library and Information Service,2016,60(19):116-124. |
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| Authors: | Guan Peng Wang Yuefen |
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| Institution: | 1. School of Economics and Management, Nanjing University of Science & Technology, Nanjing 210094;
2. Jiangsu Collaborative Innovation Center of Social Safety Science and Technology, Nanjing 210094;
3. Institute of Applied Mathematics, Chaohu University, Hefei 238000 |
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| Abstract: | Purpose/significance] In order to discover the dynamic characteristic of authors' research interests, this paper puts forward a research framework based on life cycle theory and Author-Topic(AT) model. Method/process] The research collects literatures of Lithium Ion Battery from CNKI database and discribes the disciplinary field life cycle by literature information growth rule. Author-Topic distribution, Topic-Word distribution, Document-Topic distribution ware extracted by AT model. Topical and research interests evolutionary analysis were achieved by tracking the topic trends and authors's research interests in different lify cycle stage-slices. Result/conclusion] The experimental results by running in the collections of 5508 CNKI literatures show that the research interests of core authors become biggest in growth stage of Lithium Ion Battery, which proves that these core authors really promote the development of discipline. Genarally speaking, the core author whose research interests evolutionary trend agrees with topic evolutionary trend, could lead to the development of this topic. But, there are still some topics, whose evolutionary trend is not affected by core authors. Usually, these topics have bigger topic intensity and contaion more widely research directions. |
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| Keywords: | Author-Topic model life cycle core author research interests evolutionary analysis |
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