Diffusion of scientific credits and the ranking of scientists

被引:212
作者
Radicchi, Filippo [1 ]
Fortunato, Santo [1 ]
Markines, Benjamin [2 ]
Vespignani, Alessandro [1 ,2 ]
机构
[1] ISI, Complex Networks & Syst, Turin, Italy
[2] Indiana Univ, Sch Informat & Comp, Ctr Complex Networks & Syst Res CNetS, Bloomington, IN 47408 USA
关键词
bibliographic systems; citation analysis; graph theory; statistical analysis; STATISTICS; PAGERANK;
D O I
10.1103/PhysRevE.80.056103
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
Recently, the abundance of digital data is enabling the implementation of graph-based ranking algorithms that provide system level analysis for ranking publications and authors. Here, we take advantage of the entire Physical Review publication archive (1893-2006) to construct authors' networks where weighted edges, as measured from opportunely normalized citation counts, define a proxy for the mechanism of scientific credit transfer. On this network, we define a ranking method based on a diffusion algorithm that mimics the spreading of scientific credits on the network. We compare the results obtained with our algorithm with those obtained by local measures such as the citation count and provide a statistical analysis of the assignment of major career awards in the area of physics. A website where the algorithm is made available to perform customized rank analysis can be found at the address http://www.physauthorsrank.org.
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页数:10
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