Complexity and phase transitions in citation networks: insights from artificial intelligence research

被引：1

作者：

Costa, Ariadne A. ^{[1
]}

Frigori, Rafael B. ^{[2
]}

机构：

[1] Univ Fed Jatai UFJ, Inst Ciencias Exatas & Tecnol, Grp Redes Complexas Aplicadas Jatai GRAJ, Jatai, Go, Brazil

[2] Univ Tecnol Fed Parana, Toledo, PR, Brazil

来源：

FRONTIERS IN RESEARCH METRICS AND ANALYTICS | 2024年 / 9卷

关键词：

citation network; artificial intelligence; Shannon entropy; fractal dimension; complex networks; INFORMATION DIMENSION; ENTROPY;

D O I：

10.3389/frma.2024.1456978

中图分类号：

G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];

学科分类号：

1205 ; 120501 ;

摘要：

In this study, we analyze the changes over time in the complexity and structure of words used in article titles and the connections between articles in citation networks, focusing on the topic of artificial intelligence (AI) up to 2020. By measuring unpredictability in word usage and changes in the connections between articles, we gain insights into shifts in research focus and diversity of themes. Our investigation reveals correspondence between fluctuations in word complexity and changes in the structure of citation networks, highlighting links between thematic evolution and network dynamics. This approach not only enhances our understanding of scientific progress but also may help in anticipating emerging fields and fostering innovation, providing a quantitative lens for studying scientific domains beyond AI.

引用

页数：9

共 57 条

[1] Superstatistics and the quest of generalized ensembles equivalence in a system with long-range interactions [J].

Alves, Nelson A. ;

Frigori, Rafael B. .

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2016, 446 :195-203

[2] Inequivalence of ensembles in a system with long-range Interactions -: art. no. 030601 [J].

Barré, J ;

Mukamel, D ;

Ruffo, S .

PHYSICAL REVIEW LETTERS, 2001, 87 (03) :30601-1

[3] On the stability of citation networks [J].

Benatti, Alexandre ;

de Arruda, Henrique Ferraz ;

Silva, Filipi Nascimento ;

Comin, Cesar Henrique ;

Costa, Luciano da Fontoura .

PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2023, 610

[4] Representation Learning: A Review and New Perspectives [J].

Bengio, Yoshua ;

Courville, Aaron ;

Vincent, Pascal .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (08) :1798-1828

[5] A growing network of ideas [J].

Bentley, RA ;

Maschner, HDG .

FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2000, 8 (03) :227-237

[6]

Bird S., 2009, Natural language processing with Python: analyzing text with the natural language toolkit

[7]

Blei D M., 2003, The Journal of Machine Learning Research, V3, P993, DOI DOI 10.1162/JMLR.2003.3.4-5.993

[8] Latent Dirichlet allocation [J].

Blei, DM ;

Ng, AY ;

Jordan, MI .

JOURNAL OF MACHINE LEARNING RESEARCH, 2003, 3 (4-5) :993-1022

[9]

Chomaz P, 2002, AIP CONF PROC, V610, P167, DOI 10.1063/1.1469927

[10] The Shannon entropy: An efficient indicator of dynamical stability [J].

Cincotta, Pablo M. ;

Giordano, Claudia M. ;

Silva, Raphael Alves ;

Beauge, Cristian .

PHYSICA D-NONLINEAR PHENOMENA, 2021, 417

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