Please wait a minute...
Chin. Phys. B, 2025, Vol. 34(1): 010202    DOI: 10.1088/1674-1056/ad8a47
GENERAL Prev   Next  

Self-similarity of multilayer networks

Bing Wang(王冰)1,2, Huizhi Yu(于蕙芷)1, and Daijun Wei(魏代俊)1,†
1 School of Mathematics and Statistics, Hubei Minzu University, Enshi 445000, China;
2 School of Management Science and Engineer, Dongbei University of Finance and Economics, Dalian 116025, China
Abstract  Research on the self-similarity of multilayer networks is scarce, when compared to the extensive research conducted on the dynamics of these networks. In this paper, we use entropy to determine the edge weights in each sub-network, and apply the degree-degree distance to unify the weight values of connecting edges between different sub-networks, and unify the edges with different meanings in the multilayer network numerically. At this time, the multilayer network is compressed into a single-layer network, also known as the aggregated network. Furthermore, the self-similarity of the multilayer network is represented by analyzing the self-similarity of the aggregate network. The study of self-similarity was conducted on two classical fractal networks and a real-world multilayer network. The results show that multilayer networks exhibit more pronounced self-similarity, and the intensity of self-similarity in multilayer networks can vary with the connection mode of sub-networks.
Keywords:  multilayer networks      self-similarity      degree-degree distance      entropy  
Received:  19 July 2024      Revised:  13 September 2024      Accepted manuscript online:  23 October 2024
PACS:  02.10.Ox (Combinatorics; graph theory)  
  89.75.Fb (Structures and organization in complex systems)  
Fund: Project supported by the National Natural Science Foundation of China (Grant Nos. 61763009 and 72172025).
Corresponding Authors:  Daijun Wei     E-mail:  2001013@hbmzu.edu.cn

Cite this article: 

Bing Wang(王冰), Huizhi Yu(于蕙芷), and Daijun Wei(魏代俊) Self-similarity of multilayer networks 2025 Chin. Phys. B 34 010202

[1] Richardson K A and Lissack M R 2001 Emergence 3 32
[2] Yan L Y, Zhang H H and Sun Z K 2024 Chin. Phys. B 33 058703
[3] Marwan N, Donges Jonathan F, Zou Y, Donner R V and Kurths J 2009 Phys. Lett. A 373 4246
[4] Wei D J, Deng X Y, Zhang X G, Deng Y and Mahadevan S 2013 Physica A 392 2564
[5] Yan Z J, Xia Y X, Guo L J, Zhu L Z, Liang Y Y and Tu H C 2023 Chin. Phys. B 32 68901
[6] Qing F J 2007 Nature 27 269
[7] Zhang C, Zhang F M, Wang Y and Wu H S 2015 Systems Engineering Electronics 37 180
[8] Huo L A and Wu B J 2024 Chin. Phys. B 33 038702
[9] Tahirovic A A, Angeli D and Strbac G 2022 Sci. Rep. 12 3513
[10] Wei D J, Wei B, Hu Y, Zhang H X and Deng Y 2014 Phys. Lett. A 378 1091
[11] Zhang Y, Liu J, Li M and Guo Z 2014 Information Sciences 259 128
[12] Bollobás B 1984 Transactions of the American Mathematical Society 286 257
[13] Yan L D, Luan W X and He H P 2019 Fractals 27 1950082
[14] Yang X and FuYuan X 2021 Knowledge-Based Systems 227 107198
[15] Song C, Gallos L K, Havlin S and Makse H A 2007 Journal of Statistical Mechanics: Theory and Experiment 2007 P03006
[16] Jun W D, Wei B, Xin Z H, Gao C and Deng Y 2014 Journal of Statistical Mechanics: Theory and Experiment 2014 10039
[17] Jun W D, Liu Q, Xin Z H, Hu Y, Deng Y and Mahadevan S 2013 Sci. Rep. 3 3049
[18] Yook S H, Radiccht F and Meyer-Ortmanns H 2005 Phys. Rev. E 72 045105
[19] Song C, Havlin S and Makse H A 2006 Nat. Phys. 2 275
[20] Goh K I, Salvi G, Kahng B and Kim D 2006 Phys. Rev. Lett. 96 018701
[21] Demeester P, Gryseels M and Autenrieth A 1999 IEEE Communications Magazine 37 70
[22] Buldyrev S, Parshani R and Paul G 2010 Nature 464 1025
[23] Wei H Y, Qi X S, Min C S and Yuan L L 2024 Chin. Phys. B 33 038901
[24] Zeng Q, Liu Y, Tang M and Gong J 2021 Knowledge-Based Systems 229 107365
[25] Cao S, Dehmer M and Shi Y 2014 Information Sciences 278 22
[26] Zhou B, Yi M X and Stanley H E 2020 Proc. Natl. Acad. Sci. USA 110 14812
[27] Battiston F, Nicosia V and Latora V 2014 Phys. Rev. E 89 032804
[28] Shannon C E 1948 Bell Systems Technical Journal 27 623
[29] Wang B, Tan F, Zhu J and Jun W D 2021 Mathematical Biosciences and Engineering 18 3718
[30] Vankeerberghen M 2012 Corrosion Houston Tx 60 707
[31] Asimow P D 2002 Journal of Petrology 43 1707
[32] Yu R and Manin I 2005 Bull. Am. Math. Soc. 43 139
[33] Wang B, Zhu J and Jun W D 2021 Mod. Phys. Lett. B 35 2150331
[34] Wen T and Jiang W 2018 Physica A 501 388
[35] Xin Z H, Lan X, Jun W D, Mahadevan S and Deng Y 2013 Mod. Phys. Lett. B 27 1350201
[36] Andrade R C D 2016 European Journal of Operational Research 254 755
[37] Feng Y, Jun L Y and Jun W T 2010 Physica A 389 629
[38] Wang Q, Lu X, Zhang X, Deng Y and Xiao C 2015 International Journal of General Systems 44 326
[39] Song C M, Havlin S and Makse H A 2005 Nature 433 392
[40] Carletti T and Righi S 2009 Physica A 389 2134
[41] Jure L and Andrej K 2014 http://snap.stanford.edu/data
[42] Marcus P 2018 Journal of Applied Statistics 46 066133
[1] Entropy variances of pure coherent states in the diffusion channel
Wei-Feng Wu(吴卫锋), Yong Fang(方勇), and Peng Fu(付鹏). Chin. Phys. B, 2024, 33(9): 094202.
[2] Quasi-three-dimensional hydrodynamics of the corona region of laser irradiation of a slab
Xiao-Mei Dong(董晓梅), Ben-Jin Guan(关本金), and Ying-Jun Li(李英骏). Chin. Phys. B, 2024, 33(8): 085203.
[3] Control of interfacial reaction and defect formation in Gd/Bi2Te2.7Se0.3 composites with excellent thermoelectric and magnetocaloric properties
Tianchang Xue(薛天畅), Ping Wei(魏平), Chengshan Liu(刘承姗), Longzhou Li(李龙舟), Wanting Zhu(朱婉婷), Xiaolei Nie(聂晓蕾), and Wenyu Zhao(赵文俞). Chin. Phys. B, 2024, 33(8): 087403.
[4] Evolution of helium bubbles in FeCoNiCr-based high-entropy alloys containing $ \gamma '$ nanoprecipitates
Ting Feng(冯婷), Sheng-Ming Jiang(蒋胜明), Xiao-Tian Hu(胡潇天), Zi-Jun Zhang(张子骏), Zi-Jing Huang(黄子敬), Shi-Gang Dong(董士刚), and Jian Zhang(张建). Chin. Phys. B, 2024, 33(7): 076501.
[5] Entropy of deterministic trajectory via trajectories ensemble
Yonggang Peng(彭勇刚), Cuiping Ran(冉翠平), and Yujun Zheng(郑雨军). Chin. Phys. B, 2024, 33(6): 063401.
[6] High-entropy alloys in thermoelectric application: A selective review
Kai Ren(任凯), Wenyi Huo(霍文燚), Shuai Chen(陈帅), Yuan Cheng(程渊), Biao Wang(王彪), and Gang Zhang(张刚). Chin. Phys. B, 2024, 33(5): 057202.
[7] Magnetic and magnetocaloric effect of Er20Ho20Dy20Cu20Ni20 high-entropy metallic glass
Shi-Lin Yu(于世霖), Lu Tian(田路), Jun-Feng Wang(王俊峰), Xin-Guo Zhao(赵新国), Da Li(李达), Zhao-Jun Mo(莫兆军), and Bing Li(李昺). Chin. Phys. B, 2024, 33(5): 057502.
[8] Studying the co-evolution of information diffusion, vaccination behavior and disease transmission in multilayer networks with local and global effects
Liang'an Huo(霍良安) and Bingjie Wu(武兵杰). Chin. Phys. B, 2024, 33(3): 038702.
[9] Pedestrian lane formation with following-overtaking model and measurement of system order
Bi-Lu Li(李碧璐), Zheng Li(李政), Rui Zhou(周睿), and Shi-Fei Shen(申世飞). Chin. Phys. B, 2024, 33(2): 020505.
[10] Effect of Mn element on shock response in CoCrFeNiMnx high entropy alloys
Peng Wen(闻鹏), Changxing Du(杜长星), Gang Tao(陶钢), and Guipeng Ding(丁贵鹏). Chin. Phys. B, 2024, 33(11): 116103.
[11] Atomistic evaluation of tension—compression asymmetry in nanoscale body-centered-cubic AlCrFeCoNi high-entropy alloy
Runlong Xing(邢润龙) and Xuepeng Liu(刘雪鹏). Chin. Phys. B, 2024, 33(1): 016202.
[12] Self-similarity of complex networks under centrality-based node removal strategy
Dan Chen(陈单), Defu Cai(蔡德福), and Housheng Su(苏厚胜). Chin. Phys. B, 2023, 32(9): 098903.
[13] Influences of double diffusion upon radiative flow of thin film Maxwell fluid through a stretching channel
Arshad Khan, Ishtiaq Ali, Musawa Yahya Almusawa, Taza Gul, and Wajdi Alghamdi. Chin. Phys. B, 2023, 32(8): 084401.
[14] Two-dimensional horizontal visibility graph analysis of human brain aging on gray matter
Huang-Jing Ni(倪黄晶), Ruo-Yu Du(杜若瑜), Lei Liang(梁磊), Ling-Ling Hua(花玲玲), Li-Hua Zhu(朱丽华), and Jiao-Long Qin(秦姣龙). Chin. Phys. B, 2023, 32(7): 078501.
[15] Robust multi-task distributed estimation based on generalized maximum correntropy criterion
Qian Hu(胡倩), Feng Chen(陈枫), and Ming Ye(叶明). Chin. Phys. B, 2023, 32(6): 068902.
No Suggested Reading articles found!