摘要
科学计量学的研究都是以科学知识的自相似性作为理论假设的,尤其是科学知识图谱更是以科学文献等在空间上的自相似性为前提,因此对科学知识网络自相似性的检验与证明是必不可少的。应用科学计量学与复杂网络分析的方法,选取网络的平均聚类系数、平均最短路径和平均度三个特征指标,建立科学知识网络的自相似模型,并对合作网络、共词网络与共被引网络的自相似性进行定性与定量的分析,从而验证了科学文献的网络拓扑结构的局部与整体具有自相似。
Self-similarity of scientific knowledge is the theoretical hypothesis of scientometrics. Especially the mapping knowledge is even based on the spatial self-similarity of scientific literatures. Therefore it is essential to investigate the selfsimilarity of scientific knowledge network. We applied scientometics and complex network analysis to study the self-similarity of cooperative network, co-word network and co-citation network qualitatively and quantitatively, where select three characteristic indices which are the average clustering coefficient, average shortest path and the average degree of the network to establish a selfsimilarity model. In the resuilt, prove that the local network topology and global network topology of the scientific literature are selfsimilarity.
引文
[1]E Otte,R Rousseau.Social network analysis:a powerful strategy,also for the information sciences[J].Journal of information science,2002,28(6):441-453.
[2]Chen C.Mapping Scientific Frontiers:The Quest for Knowledge Visualization[M].London:Springer-Verlag,2002.
[3]K Brner,C Chen,KW Boyack.Visualizing Knowledge Domains.Annual Review of Information Science&Technology[D],B.Cronin,Editor.Information Today,Inc.American Society for Information Science and Technology:Medford,NJ,2007,179-255.
[4]刘则渊,陈悦,侯海燕等.科学知识图谱方法与应用[M].北京:人民出版社,2008.
[5]Chen C.Cite Space II:Detecting and visualizing emerging trends and transient patterns in scientific literature[J].Journal of the American Society for Information Science and Technology.2006,57(3):359-377.
[6]EF Reid,HC Chen.Mapping the contemporary terrorism research domain[J].International journal of human-cumputer studies,2007,65(1):42-56.
[7]周萍,Leydesdorff L,武夷山.中国科技期刊引文环境的可视化[J].中国科技期刊研究,2005,16(6):773-780.
[8]Van Raan.Fractal dimension of co-citations[J].Nature,1990,347(10):626.
[9]Van Raan.Fractal geometry of information space as represented by co-citation clustering[J].Scientometrics,1991,20(3):439-449.
[10]Van Raan.On growth,ageing,and fractal differentiation of science[J],Scientometrics 2000,47(2):347-362.
[11]GG.Brunk.Swarming of innovations,fractal patterns,and the historical time series of US patents[J].Scietometrics,2003,56(1):61-80.
[12]R Bailon-Moreno,E Jurado-Alameda,R Ruiz-Banos,et al.The unified scientometrics model,fractality and transfractality[J].Scietometrics,2005,63(2):231-257.
[13]邵立松,窦文华.自相似网络通信量模型研究综述[J].电子与信息学报,2005,27(10):1671-1676.
[14]黄海生,丁德武,吴璞等.几种人类生物网络的自相似性实证研究[J].计算机工程与应用,2011,47(16):128-130.
[15]Song Chao-ming,S Havlin,HA Makse.Self-similarity of complex networks[J].Nature,2005,(433):392-395.
[16]R Guimera,L Danon,A Dlaz-Guilera,et al.Self-similar community structure in a network of human interactions[J].Physical Review E,2003,68(6):065103.
[17]陶少华,刘玉华,许凯华等.基于信息维数的复杂网络自相似性研究[J].计算机工程与应用,2007,43(15):108-110.
[18]陶少华,刘玉华,许凯华等.基于容量维数的复杂网络自相似性研究[J].计算机工程,2008,34(2):175-177.
[19]汪小帆,李翔,陈关荣.复杂网络理论及其应用[M].北京:清华大学出版社,2006.