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数据分析与知识发现  2017, Vol. 1 Issue (4): 20-29     https://doi.org/10.11925/infotech.2096-3467.2017.04.03
  研究论文 本期目录 | 过刊浏览 | 高级检索 |
基于论文合著网络的学术社区分析方法研究* ——以《美国地理学家联合会会刊》为例
卿雅娴1(), 李锐1,2, 吴华意1,2
1武汉大学测绘遥感信息工程国家重点实验室 武汉 430079
2地球空间信息技术协同创新中心 武汉 430079
Analyzing Academic Community Based on Co-author Network
Qing Yaxian1(), Li Rui1,2, Wu Huayi1,2
1State Key Laboratory of Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan 430079, China
2Collaborative Innovation Center of Geospatial Technology, Wuhan 430079, China
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摘要 

目的】对论文合著网络进行分析, 划分并分析学术社区, 发现领域发展与变化规律。【方法】利用社区快速发现算法识别合著网络中的学术社区, 建立学者论文影响力与合作影响力的综合指标, 评价学术社区中学者的学术影响力, 并以学术影响力最大的三个社区为例, 从生命周期的角度分析和讨论学术社区的发展和演化。【结果】基于《美国地理学家联合会会刊》的数据分析表明: 本文提出的综合指标能够有效地挖掘学术社区中的杰出学者; 基于生命周期的合著网络中学术社区分析方法可以发现不同学术社区的研究趋势和热点变化。【局限】以单一期刊为例, 可能导致学术社区的组成相对单薄, 增加不同来源的期刊数据能够进一步提升研究结果的可信性。【结论】本文提出的学术社区分析方法, 可以从不同角度发现与解释领域的发展方向和规律, 为相关领域学者的研究工作提供更加科学的指导和认识。

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卿雅娴
李锐
吴华意
关键词 《美国地理学家联合会会刊》学术社区生命周期分析学者评价    
Abstract

[Objective] This paper aims to categorize and evaluate the academic communities and identify their development and changing rules by analyzing the co-author network. [Methods] First, we used the fast community discovering algorithm to locate the academic communities from the co-author network. Then, we proposed an index to evaluate the academic impacts of scholars from the retrieved academic communities. Finally, we chose three most influential communities to explore their life cycles. [Results] Based on the data of the Journal of Annals of the Association of American Geographers, the proposed index could effectively identify leading researchers as well as the changing trends of research topics. [Limitations] We only collected data from one journal, which might yield in-complete results. [Conclusions] The proposed method could analyze the academic community from various aspects and provide scientific knowledge for scholars from different fields.

Key wordsThe Journal of Annals of the Association of American Geographers    Academic Community    Lifecycle Analysis    Scholar Evaluation
收稿日期: 2016-12-29      出版日期: 2017-05-24
ZTFLH:  P208 TP311  
基金资助:*本文系国家自然科学基金资助项目“基于群体用户密集访问模式的网络地理信息并发服务方法研究”(项目编号: 41371370)和国家重点研发计划项目“全空间信息系统建模理论”(项目编号: 2016YFB0502301)的研究成果之一
引用本文:   
卿雅娴, 李锐, 吴华意. 基于论文合著网络的学术社区分析方法研究* ——以《美国地理学家联合会会刊》为例[J]. 数据分析与知识发现, 2017, 1(4): 20-29.
Qing Yaxian,Li Rui,Wu Huayi. Analyzing Academic Community Based on Co-author Network. Data Analysis and Knowledge Discovery, 2017, 1(4): 20-29.
链接本文:  
http://manu44.magtech.com.cn/Jwk_infotech_wk3/CN/10.11925/infotech.2096-3467.2017.04.03      或      http://manu44.magtech.com.cn/Jwk_infotech_wk3/CN/Y2017/V1/I4/20
  学术合作网络模型示例
  学术合作网络社区的分布情况
  学术合作网络各社区累计影响力及大小分布
  三大社区成长变化趋势
  加州大学圣芭芭拉分校社区学者网络
  俄亥俄州立大学社区成员
  亚利桑那州立大学社区成员分布图
学者 FCvi FCOvi Fvi (R) H(R) NP 学者机构
Golledge R. G. 163.0808 1.0000 0.9556(1) 10(1) 14 加州大学圣芭芭拉分校
Tobler W. R. 123.7087 0.5866 0.6610(2) 6(5) 9 密歇根大学
Jenks G. F. 173.0912 0.0116 0.5548(3) 8(2) 16 堪萨斯大学
Rushton G. 144.9093 0.0458 0.5142(4) 5(6) 9 爱荷华大学
Clark W. 138.6066 0.0775 0.5090(5) 7(3) 12 加州大学洛杉矶分校
Battersby S. E. 10.6668 0.9087 0.4402(6) 3(9) 3 加州大学圣芭芭拉分校
Robinson A. H. 107.2730 0.0000 0.4087(7) 7(3) 14 威斯康星大学
Smith R. G. 43.0824 0.5866 0.3951(8) 3(9) 3 拉夫堡大学
Montello D. R. 48.4133 0.5030 0.3748(9) 2(14) 2 加州大学圣芭芭拉分校
Smith T. R. 7.4694 0.6748 0.3563(10) 3(9) 4 堪萨斯大学
Beaverstock J. V. 85.0918 0.0000 0.3391(11) 1(21) 1 拉夫堡大学
Simonett D. S. 15.9592 0.5866 0.3339(12) 4(7) 5 堪萨斯大学
Estes J. E. 15.8189 0.5866 0.3336(13) 4(7) 4 加州大学洛杉矶分校
Marsh M. 15.2729 0.5808 0.3302(14) 2(14) 2 加州大学圣芭芭拉分校
Gale N. 12.9067 0.5808 0.3262(15) 2(14) 2 加州大学圣芭芭拉分校
Dougherty V. 11.7274 0.5808 0.3243(16) 1(21) 1 加州大学圣芭芭拉分校
Bell S. 10.6983 0.5808 0.3227(17) 2(14) 2 萨斯喀彻温大学
  加州大学圣芭芭拉分校社区综合影响力排名前17位社区成员基本情况表
学者 FCvi FCOvi Fvi (R) H(R) NP 学者机构
Cox K. R. 211.6675 0.2113 0.6255(1) 4(3) 8 俄亥俄州立大学
Mair A. 97.6657 0.8160 0.5831(2) 2(5) 2 西弗吉尼亚大学
Brown L. A. 142.0612 0.0274 0.4511(3) 7(1) 9 爱荷华大学
Jarosz L. 2.4546 1 0.4376(4) 2(5) 5 华盛顿大学
Bonds A. 1.6364 1 0.4366(5) 2(5) 2 威斯康星大学
Lawson V. A. 37.9088 0.2387 0.2028(6) 7(1) 8 华盛顿大学
Silvey R. 47.3336 0 0.1699(7) 2(5) 5 多伦多大学
Longbrake D. B. 19.6665 0.2113 0.1464(8) 2(5) 2 爱荷华大学
Jeffery P. 6.5455 0.2113 0.1264(9) 1(11) 1 爱丁堡大学
Chung S. 5.3333 0.2113 0.1253(10) 1(11) 1 西伊利诺斯州大学
Jeffery R. 4.3637 0.2113 0.1245(11) 1(11) 1 爱丁堡大学
Young S. 0.3333 0.2113 0.1221(12) 1(11) 2 威斯康星大学
Lobao L. 20.1820 0 0.0743(13) 1(11) 1 俄亥俄州立大学
Jeffrey C. 13.7577 0.0274 0.0540(14) 2(5) 4 爱丁堡大学
Rulli J. 10.0910 0.0274 0.0413(15) 1(11) 1 俄亥俄州立大学
Sparke M. 0 0.0274 0.0168(16) 3(4) 5 华盛顿大学
Rankin K. N. 0 0.0274 0.0166(17) 1(11) 3 多伦多大学
  综合影响力排名前17位社区成员基本情况表
学者 FCvi FCOvi Fvi (R) H(R) NP 学者机构
Balling R. C. 54.2732 0.6957 0.5548(1) 5(3) 8 亚利桑那州立大学
Graf W. L. 119.0000 0.0000 0.5379(2) 6(2) 8 南卡罗莱纳州立大学
Wells S. G. 19.9998 1.0000 0.5128(3) 1(21) 1 亚利桑那州立大学
Mchugh K. E. 42.4548 0.3393 0.3494(4) 3(8) 4 亚利桑那州立大学
Miller H. J. 59.2803 0.0117 0.3356(5) 4(6) 4 犹他大学
Mings R. C. 19.9998 0.4586 0.3101(6) 1(21) 1 亚利桑那州立大学
Ellis A.W. 3.8322 0.5252 0.3011(7) 2(13) 2 亚利桑那州立大学
Ohuallachain B. 46.6669 0 0.2715(8) 5(3) 5 亚利桑那州立大学
Reid N. 16.9696 0.3510 0.2459(9) 2(13) 2 亚利桑那州立大学
Gober P. 30.3469 0.1822 0.2261(10) 7(1) 11 亚利桑那州立大学
Kirkwood C. W. 7.6643 0.3393 0.2143(11) 1(21) 1 亚利桑那州立大学
Deitrick S. 3.0657 0.3393 0.2061(12) 1(21) 1 亚利桑那州立大学
Wentz E. A. 30.0665 0.0634 0.1905(13) 3(8) 4 亚利桑那州立大学
Fan C. C. 28.0001 0.0117 0.1709(14) 4(6) 9 加州大学圣芭芭拉分校
Alford-Teaster J. 0.7200 0.2530 0.1552(15) 1(21) 1 达特茅斯学院
Onega T. 0.4800 0.2530 0.1550(16) 1(21) 1 达特茅斯学院
Wang D. M. 0.3600 0.2530 0.1549(17) 1(21) 1 达特茅斯学院
  综合影响力排名前17位社区成员基本情况表
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