Multilayer Social Networks

 Multilayer Social Networks


The following papers provide overviews of specific sub-topics in multilayer social networks, in some cases covering methods developed after the publication of the book.

(on the library)
Matteo Magnani, Luca Rossi and Davide Vega (2021). Multiplex network analysis with R. Journal of Statistical Software, 98(8).

(on pre-processing)
Roberto Interdonato, Matteo Magnani, Diego Perna, Andrea Tagarelli and Davide Vega (2020). Multilayer network simplification: approaches, models and methods. Computer Science Review, Elsevier, 36-100246.

(on layer comparison)
Piotr Brodka, Anna Chmiel, Matteo Magnani and Giancarlo Ragozini (2018). Quantifying layer similarity in multiplex networks: a systematic study. Royal Society Open Science, 5(8).

(on community detection)
Obaida Hanteer, Roberto Interdonato, Matteo Magnani, Luca Rossi and Andrea Tagarelli (2021). Community Detection in Multiplex Networks. ACM Computing surveys, 54(48).

Cécile Bothorel, Juan David Cruz, Matteo Magnani, and Barbora Micenkova (2015). Clustering Attributed Graphs: Models, Measures and Methods. Network Science 3 (3). Cambridge University Press: 408–44.

(on diffusion/propagation)
Mostafa Salehi, Rajesh Sharma, Moreno Marzolla, Matteo Magnani, Payam Siyari, and Danilo Montesi (2015). Spreading Processes in Multilayer Networks. IEEE Transactions on Network Science and Engineering 2 (2): 65–83.

Other resources

The following is the first work where we introduced a multilayer model for social network analysis:

Matteo Magnani and Luca Rossi (2011). The ML-Model for Multi-Layer Social Networks. International conference on social network analysis and mining (ASONAM). IEEE.

The following survey papers on general multilayer networks can also be of interest for those interested in our book:

Mikko Kivelä, Alexandre Arenas, Marc Barthelemy, James P. Gleeson, Yamir Moreno, and Mason A. Porter. 2014. “Multilayer Networks.” Physics and Society. Journal of Complex Networks 2 (3): 203–71.

Stefano Boccaletti, Ginestra Bianconi, Regino Criado, Charo I. Del Genio, Jesús Gómez-Gardeñes, Miguel Romance, Irene Sendiña-Nadal, Zhen Wang, and Massimiliano Zanin. 2014. “The Structure and Dynamics of Multilayer Networks.” Physics Reports 544 (1): 1–122.