A mathematical theory of citing

被引:55
作者
Simkin, Mikhail V. [1 ]
Roychowdhury, Vwani P. [1 ]
机构
[1] Univ Calif Los Angeles, Dept Elect Engn, Los Angeles, CA 90095 USA
来源
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY | 2007年 / 58卷 / 11期
关键词
D O I
10.1002/asi.20653
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Recently we proposed a model in which when a scientist writes a manuscript, he picks up several random papers, cites them, and also copies a fraction of their references. The model was stimulated by our finding that a majority of scientific citations are copied from the lists of references used in other papers. It accounted quantitatively for several properties of empirically observed distribution of citations; however, important features such as power-law distributions of citations to papers published during the same year and the fact that the average rate of citing decreases with aging of a paper were not accounted for by that model. Here, we propose a modified model: When a scientist writes a manuscript, he picks up several random recent papers, cites them, and also copies some of their references. The difference with the original model is the word recent. We solve the model using methods of the theory of branching processes, and find that it can explain the aforementioned features of citation distribution, which our original model could not account for. The model also can explain "sleeping beauties in science;" that is, papers that are little cited for a decade or so and later "awaken" and get many citations. Although much can be understood from purely random models, we find that to obtain a good quantitative agreement with empirical citation data, one must introduce Darwinian fitness parameter for the papers.
引用
收藏
页码:1661 / 1673
页数:13
相关论文
共 50 条
[1]   MEAN-FIELD EXPONENTS FOR SELF-ORGANIZED CRITICAL PHENOMENA [J].
ALSTROM, P .
PHYSICAL REVIEW A, 1988, 38 (09) :4905-4906
[2]  
ASIMOV I, 1958, ONLY TRILLION
[3]   PUNCTUATED EQUILIBRIUM AND CRITICALITY IN A SIMPLE-MODEL OF EVOLUTION [J].
BAK, P ;
SNEPPEN, K .
PHYSICAL REVIEW LETTERS, 1993, 71 (24) :4083-4086
[4]   SELF-ORGANIZED CRITICALITY [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW A, 1988, 38 (01) :364-374
[5]  
Bak P, 1999, NATURE WORKS SCI SEL
[6]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[7]   Random drift and culture change [J].
Bentley, RA ;
Hahn, MW ;
Shennan, SJ .
PROCEEDINGS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2004, 271 (1547) :1443-1450
[8]   Competition and multiscaling in evolving networks [J].
Bianconi, G ;
Barabási, AL .
EUROPHYSICS LETTERS, 2001, 54 (04) :436-442
[9]  
Brody T., 2005, EARLIER WEB USAGE ST
[10]   Are "sleeping beauties" to be expected? [J].
Burrell, QL .
SCIENTOMETRICS, 2005, 65 (03) :381-389