Growth and structure of Slovenia's scientific collaboration network
arXiv:1004.4824 · doi:10.1016/j.joi.2010.04.003
Abstract
We study the evolution of Slovenia's scientific collaboration network from 1960 till present with a yearly resolution. For each year the network was constructed from publication records of Slovene scientists, whereby two were connected if, up to the given year inclusive, they have coauthored at least one paper together. Starting with no more than 30 scientists with an average of 1.5 collaborators in the year 1960, the network to date consists of 7380 individuals that, on average, have 10.7 collaborators. We show that, in spite of the broad myriad of research fields covered, the networks form "small worlds" and that indeed the average path between any pair of scientists scales logarithmically with size after the largest component becomes large enough. Moreover, we show that the network growth is governed by near-liner preferential attachment, giving rise to a log-normal distribution of collaborators per author, and that the average starting year is roughly inversely proportional to the number of collaborators eventually acquired. Understandably, not all that became active early have till now gathered many collaborators. We also give results for the clustering coefficient and the diameter of the network over time, and compare our conclusions with those reported previously.
arXiv comment10 pages, 3 figures; accepted for publication in Journal of Informetrics [related work available at http://arxiv.org/abs/1003.1018 and http://www.matjazperc.com/sicris/stats.html]
References in corpus (43)
- Emergence of scaling in random networks
- Statistical mechanics of complex networks
- The structure and function of complex networks
- An index to quantify an individual's scientific research output
- Power-law distributions in empirical data
- Error and attack tolerance of complex networks
- The diameter of the world wide web
- Statistical physics of social dynamics
- Evolution of networks
- Classes of behavior of small-world networks
- Evolutionary games on graphs
- Who is the best connected scientist? A study of scientific coauthorship networks
- Network robustness and fragility: Percolation on random graphs
- Resilience of the Internet to random breakdowns
- Critical phenomena in complex networks
- Evolution of the social network of scientific collaborations
- Clustering and preferential attachment in growing networks
- Coevolutionary games - a mini review
- The worldwide air transportation network: Anomalous centrality, community structure, and cities' global roles
- Dynamical and correlation properties of the Internet
- Breakdown of the Internet under intentional attack
- Structural Vulnerability of the North American Power Grid
- Structure of Growing Networks: Exact Solution of the Barabasi--Albert's Model
- Immunization of complex networks
- Connectivity of Growing Random Networks
- Organization of Growing Random Networks
- Adaptive Coevolutionary Networks: A Review
- Modeling the Worldwide Spread of Pandemic Influenza: Baseline Case and Containment Interventions
- Velocity and hierarchical spread of epidemic outbreaks in scale-free networks
- Measuring preferential attachment for evolving networks
- Citation Statistics from 110 Years of Physical Review
- Mean-field solution of the small-world network model
- Preferential attachment in the growth of social networks: the case of Wikipedia
- Degree Distributions of Growing Networks
- Small-world networks: Evidence for a crossover picture
- Scaling Behaviour of Developing and Decaying Networks
- Evolution of cooperation on scale-free networks subject to error and attack
- The first-mover advantage in scientific publication
- Effects of immunization in small-world epidemics
- Zipf's law and log-normal distributions in measures of scientific output across fields and institutions: 40 years of Slovenia's research as an example
- Smoothing a Rock by Chipping
- Stratification in the Preferential Attachment Network
- Derivation of the percolation threshold for the network model of Barabasi and Albert
Cited by in corpus (16)
- The Matthew effect in empirical data
- Emergence of scale-free leadership structure in social recommender systems
- Community structure and the evolution of interdisciplinarity in Slovenia's scientific collaboration network
- Universities Scale Like Cities
- Predicting the future success of scientific publications through social network and semantic analysis
- Evolutionary Events in a Mathematical Sciences Research Collaboration Network
- Analysing Scientific Collaborations of New Zealand Institutions using Scopus Bibliometric Data
- Modelling transition phenomena of scientific coauthorship networks
- Is science driven by principal investigators?
- Consensus ranking for multi-objective interventions in multiplex networks
- Modeling the coevolution between citations and coauthorships in scientific papers
- Quantifying the consistency of scientific databases
- Hierarchical organization of H. Eugene Stanley scientific collaboration community in weighted network representation
- Convexity in scientific collaboration networks
- Over-time measurement of triadic closure in coauthorship networks
- Exploring cooperative game mechanisms of scientific coauthorship networks