Library and Information Service >
Interdisciplinary Link Detection and Analysis Based on Overlapping Community Structure
Received date: 2016-05-13
Revised date: 2016-07-11
Online published: 2016-08-05
[Purpose/significance] The overlapping community structure in the science network represents knowledge penetration between subjects or fields. Therefore, it is interesting to explore knowledge penetration between subjects and fields from the perspective of overlapping community structure.[Method/process] Based on the construction of the ESI highly cited papers co-citation network, the paper utilizes improved BGLL algorithm to achieve the overlapping community structure and takes hub node indicator defined by Guimera and Amaral to explore important interdisciplinary overlapping links.[Result/conclusion] The result shows that overlapping community structure can disclose the interdisciplinary theme between subjects directly and can also be used to detect future interdisciplinary fields.
Chen Shiji , Chen Chen , Han Tao , Wang Xiaomei . Interdisciplinary Link Detection and Analysis Based on Overlapping Community Structure[J]. Library and Information Service, 2016 , 60(15) : 94 -100 . DOI: 10.13266/j.issn.0252-3116.2016.15.013
[1] WAGNER C S,ROESSNER J D,BOBB K,et al.Approaches to understanding and measuring interdisciplinary scientific research (IDR):a review of the literature[J].Journal of informetrics,2011,5(1):14-26.
[2] 关智远,陈仕吉.跨学科知识交流研究综述[J].情报杂志,2016,35(3):153-158.
[3] BUTER R K,NOYONS E C M,VAN RAAN A F J.Identification of converging research areas using publication and citation data[J].Research evaluation,2010,19(1):19-27.
[4] BUTER R K,NOYONS E C,VAN RAAN A F.Searching for converging research using field to field citations[J].Scientometrics,2011,86(2):325-338.
[5] SMALL H.Maps of science as interdisciplinary discourse:co-citation contexts and the role of analogy[J].Scientometrics,2009,83(3):835-849.
[6] PALLA G,DERENYI I,FARKAS I,et al.Uncovering the overlapping community structure of complex networks in nature and society[J].Nature,2005,435(7043):814-8.
[7] 李晓佳,张鹏,狄增如,等.复杂网络中的社团结构[J].复杂系统与复杂性科学,2008(3):19-42.
[8] 陈仕吉.基于重叠结构的知识演化分析方法研究[D].北京:中国科学院文献情报中心,中国科学院研究生院,2010.
[9] WEI F,CHEN W,MA L,et al.Detecting overlapping community structures in networks with global partition and local expansion[A]//Lecture Notes in Computer Science:Progress in WWW Research and Development.Heidelberg:Springer Berlin,2008,4976:43-55
[10] WANG X,JIAO L,WU J.Adjusting from disjoint to overlapping community detection of complex networks[J].Physica A,2009,388:5045-5056.
[11] TAKAKI M,TAMURA K,MORI Y,et al.An extraction method of overlapping cluster based on network structure analysis[C]//International conferences on Web intelligence and intelligent agent technology.Washington,DC:IEEE Computer Society,2007:212-216.
[12] ZHANG S H,WANG R,ZHANG X,et al Identification of overlapping community structure[J].Physica A,2006,374:483-490.
[13] UZZI B,MUKHERJEE S,STRINGER M,et al.Atypical combinations and scientific impact[J].Science,2013,342(6157):468-472.
[14] GUIMERA R,AMARAL L A N.Functional cartography of complex metabolic networks[J].Nature,2005,433(7028):895-900.
[15] LANCICHINETTI A,FORTUNATO S.Community detection algorithms:a comparative analysis[J].Physical review E,2009,80(5):056117.
[16] VINCENT D B,JEAN-LOUP G,RENAUD L,et al.Fast unfolding of communities in large networks[J].Journal of statistical mechanics:theory and experiment,2008,2008(10):P10008.
[17] 汪小帆,刘亚冰.复杂网络中的社团结构算法综述[J].电子科技大学学报.2009,38(5):538-543.
[18] VAN ECK N,WALTMAN L.Software survey:VOSviewer,a computer program for bibliometric mapping[J].Scientometrics,2010,84(2):523-538.
[19] RAFOLS I,PORTER A L,LEYDESDORFF L.Science overlay maps:a new tool for research policy and library management[J].Journal of the American Society for Information Science and Technology,2010,61(9):1871-1887.
[20] XIE J R,KELLEY S,SZYMANSKI B K,et al.Overlapping community detection in networks:the state-of-the-art and comparative study[J].ACM computing surveys,2013,45(4):43.
/
| 〈 |
|
〉 |
