Literature DB >> 23002894

Stochastic dynamical model of a growing citation network based on a self-exciting point process.

Michael Golosovsky1, Sorin Solomon.   

Abstract

We put under experimental scrutiny the preferential attachment model that is commonly accepted as a generating mechanism of the scale-free complex networks. To this end we chose a citation network of physics papers and traced the citation history of 40,195 papers published in one year. Contrary to common belief, we find that the citation dynamics of the individual papers follows the superlinear preferential attachment, with the exponent α=1.25-1.3. Moreover, we show that the citation process cannot be described as a memoryless Markov chain since there is a substantial correlation between the present and recent citation rates of a paper. Based on our findings we construct a stochastic growth model of the citation network, perform numerical simulations based on this model and achieve an excellent agreement with the measured citation distributions.

Mesh:

Year:  2012        PMID: 23002894     DOI: 10.1103/PhysRevLett.109.098701

Source DB:  PubMed          Journal:  Phys Rev Lett        ISSN: 0031-9007            Impact factor:   9.161


  9 in total

1.  Reputation and impact in academic careers.

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Journal:  Proc Natl Acad Sci U S A       Date:  2014-10-06       Impact factor: 11.205

Review 2.  Science of science.

Authors:  Santo Fortunato; Carl T Bergstrom; Katy Börner; James A Evans; Dirk Helbing; Staša Milojević; Alexander M Petersen; Filippo Radicchi; Roberta Sinatra; Brian Uzzi; Alessandro Vespignani; Ludo Waltman; Dashun Wang; Albert-László Barabási
Journal:  Science       Date:  2018-03-02       Impact factor: 47.728

3.  Modeling the Origin and Possible Control of the Wealth Inequality Surge.

Authors:  Yonatan Berman; Yoash Shapira; Eshel Ben-Jacob
Journal:  PLoS One       Date:  2015-06-24       Impact factor: 3.240

4.  Model of the Dynamic Construction Process of Texts and Scaling Laws of Words Organization in Language Systems.

Authors:  Shan Li; Ruokuang Lin; Chunhua Bian; Qianli D Y Ma; Plamen Ch Ivanov
Journal:  PLoS One       Date:  2016-12-22       Impact factor: 3.240

5.  A Preferential Attachment Paradox: How Preferential Attachment Combines with Growth to Produce Networks with Log-normal In-degree Distributions.

Authors:  Paul Sheridan; Taku Onodera
Journal:  Sci Rep       Date:  2018-02-12       Impact factor: 4.379

6.  Towards a More Realistic Citation Model: The Key Role of Research Team Sizes.

Authors:  Staša Milojević
Journal:  Entropy (Basel)       Date:  2020-08-10       Impact factor: 2.524

7.  A model for the Twitter sentiment curve.

Authors:  Giacomo Aletti; Irene Crimaldi; Fabio Saracco
Journal:  PLoS One       Date:  2021-04-15       Impact factor: 3.240

8.  Hurricanes and hashtags: Characterizing online collective attention for natural disasters.

Authors:  Michael V Arnold; David Rushing Dewhurst; Thayer Alshaabi; Joshua R Minot; Jane L Adams; Christopher M Danforth; Peter Sheridan Dodds
Journal:  PLoS One       Date:  2021-05-26       Impact factor: 3.240

Review 9.  The Matthew effect in empirical data.

Authors:  Matjaž Perc
Journal:  J R Soc Interface       Date:  2014-09-06       Impact factor: 4.118

  9 in total

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