Diffusion and Contagion in Networks with Heterogeneous Agents and Homophily
Matthew O. Jackson, Dunia Lopez-Pintado

TL;DR
This paper analyzes how behaviors spread in social networks with segregation and homophily, revealing conditions that facilitate diffusion based on agent types and interaction patterns.
Contribution
It introduces a model linking homophily and agent heterogeneity to diffusion dynamics, highlighting how homophily can promote behavior spread from small seeds.
Findings
Homophily can facilitate diffusion from small initial seeds.
Heterogeneous interaction patterns influence adoption rates.
Conditions for persistent behavior spread depend on agent types and homophily levels.
Abstract
We study how a behavior (an idea, buying a product, having a disease, adopting a cultural fad or a technology) spreads among agents in an a social network that exhibits segregation or homophily (the tendency of agents to associate with others similar to themselves). Individuals are distinguished by their types (e.g., race, gender, age, wealth, religion, profession, etc.) which, together with biased interaction patterns, induce heterogeneous rates of adoption. We identify the conditions under which a behavior diffuses and becomes persistent in the population. These conditions relate to the level of homophily in a society, the underlying proclivities of various types for adoption or infection, as well as how each type interacts with its own type. In particular, we show that homophily can facilitate diffusion from a small initial seed of adopters.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
