Insalata di Matematica - A. Gallo

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Strong, weak or no balance? Testing structural hypotheses in real heterogeneous networks

Il 29 novembre 2023, alle 3:30 pm (CET), nel quadro della serie di seminari Insalate di Matematica, in aula u5-3014 e in diretta streaming, Anna Gallo (Scuola IMT Alti Studi di Lucca) parlerà di

Title: "Strong, weak or no balance? Testing structural hypotheses in real heterogeneous networks"

Abstract: The abundance of data about social, economic and political relationships allows social theories to be tested against empirical evidence and human behaviour to be analyzed just as any other natural phenomenon. Here we focus on balance theory, stating that actors in signed, social networks tend to avoid the formation of cycles with an odd number of negative links. This statement, however, can be supported statistically only after a comparison with a null model. Since the existing benchmarks do not account for actors’ heterogeneity, here we extend the Exponential Random Graphs framework to signed networks with both global (homogeneous) and local (heterogeneous) constraints and employ them to assess the significance of unbalanced patterns in several real-world networks. We find that the nature and level of balance in social networks crucially depends on the null model employed: while homogeneous benchmarks favour the weak balance theory, according to which only triangles with one negative link should be under-represented, heterogeneous benchmarks favour the strong balance theory, according to which also triangles with all negative links should be under-represented. Biological networks, instead, display almost inverted patterns and strong frustration under any benchmark, confirming that structural bal- ance inherently distinguishes social networks from other signed networks.
 

Keywords: Probability theory, Graph theory, Null models, Statistical mechanics, Entropy, Balance theory.

 

Information to attend in room 3014

The seminar will take place in room 3014, at the building U5-Ratio, Università degli Studi di Milano Bicocca.

 

Information to attend online

https://unimib.webex.com/unimib/j.php?MTID=m3c536ba5a33f71bb9d6a3bc9b00992ad (password: Insalate, 46725283 from phones)

 
 
** We inform you that the talk will be recorded and uploaded on our website. If you join the talk after the starting time, we kindly ask you to ensure that your microphone and webcam are turned off **
 
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