Literature DB >> 33707586

Multilayer representation of collaboration networks with higher-order interactions.

E Vasilyeva1,2, A Kozlov1, K Alfaro-Bittner3,4, D Musatov1,5,6, A M Raigorodskii1,6,7,8, M Perc9,10,11, S Boccaletti1,12,13,14.   

Abstract

Collaboration patterns offer important insights into how scientific breakthroughs and innovations emerge in small and large research groups. However, links in traditional networks account only for pairwise interactions, thus making the framework best suited for the description of two-person collaborations, but not for collaborations in larger groups. We therefore study higher-order scientific collaboration networks where a single link can connect more than two individuals, which is a natural description of collaborations entailing three or more people. We also consider different layers of these networks depending on the total number of collaborators, from one upwards. By doing so, we obtain novel microscopic insights into the representativeness of researchers within different teams and their links with others. In particular, we can follow the maturation process of the main topological features of collaboration networks, as we consider the sequence of graphs obtained by progressively merging collaborations from smaller to bigger sizes starting from the single-author ones. We also perform the same analysis by using publications instead of researchers as network nodes, obtaining qualitatively the same insights and thus confirming their robustness. We use data from the arXiv to obtain results specific to the fields of physics, mathematics, and computer science, as well as to the entire coverage of research fields in the database.

Entities:  

Year:  2021        PMID: 33707586      PMCID: PMC7970940          DOI: 10.1038/s41598-021-85133-5

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.379


  17 in total

1.  Efficient behavior of small-world networks.

Authors:  V Latora; M Marchiori
Journal:  Phys Rev Lett       Date:  2001-10-17       Impact factor: 9.161

2.  Citation networks in high energy physics.

Authors:  S Lehmann; B Lautrup; A D Jackson
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2003-08-15

3.  Assortative mixing in networks.

Authors:  M E J Newman
Journal:  Phys Rev Lett       Date:  2002-10-28       Impact factor: 9.161

4.  Catastrophic cascade of failures in interdependent networks.

Authors:  Sergey V Buldyrev; Roni Parshani; Gerald Paul; H Eugene Stanley; Shlomo Havlin
Journal:  Nature       Date:  2010-04-15       Impact factor: 49.962

5.  Group-based Yule model for bipartite author-paper networks.

Authors:  Michel L Goldstein; Steven A Morris; Gary G Yen
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2005-02-09

6.  Prominence and control: the weighted rich-club effect.

Authors:  Tore Opsahl; Vittoria Colizza; Pietro Panzarasa; José J Ramasco
Journal:  Phys Rev Lett       Date:  2008-10-17       Impact factor: 9.161

7.  Ranking in interconnected multilayer networks reveals versatile nodes.

Authors:  Manlio De Domenico; Albert Solé-Ribalta; Elisa Omodei; Sergio Gómez; Alex Arenas
Journal:  Nat Commun       Date:  2015-04-23       Impact factor: 14.919

8.  Tie strength distribution in scientific collaboration networks.

Authors:  Qing Ke; Yong-Yeol Ahn
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2014-09-11

9.  Diffusion dynamics on multiplex networks.

Authors:  S Gómez; A Díaz-Guilera; J Gómez-Gardeñes; C J Pérez-Vicente; Y Moreno; A Arenas
Journal:  Phys Rev Lett       Date:  2013-01-08       Impact factor: 9.161

Review 10.  The structure and dynamics of multilayer networks.

Authors:  S Boccaletti; G Bianconi; R Criado; C I Del Genio; J Gómez-Gardeñes; M Romance; I Sendiña-Nadal; Z Wang; M Zanin
Journal:  Phys Rep       Date:  2014-07-10       Impact factor: 25.600

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  2 in total

1.  Bibliometric Analysis of Network Pharmacology in Traditional Chinese Medicine.

Authors:  Runpei Miao; Qinggang Meng; Chennan Wang; Wenjing Yuan
Journal:  Evid Based Complement Alternat Med       Date:  2022-06-15       Impact factor: 2.650

Review 2.  Dynamics on higher-order networks: a review.

Authors:  Soumen Majhi; Matjaž Perc; Dibakar Ghosh
Journal:  J R Soc Interface       Date:  2022-03-23       Impact factor: 4.118

  2 in total

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