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Published on: November 26, 2019
Evidence That Calls-Based and Mobility Networks Are Isomorphic
Michele Coscia1, Ricardo Hausmann1
1Center for International Development, Harvard University, Cambridge MA, United States of America.
Analyzing billions of phone calls in Colombia reveals that telecommunication networks closely mirror physical mobility patterns. Both call and mobility networks are structurally similar, differing mainly in how distance affects connections.
Area of Science:
- Social Network Analysis
- Human Mobility Studies
- Telecommunications Research
Background:
- Social interactions occur through face-to-face communication and telecommunications.
- Understanding the spatial dimensions of social networks is crucial for urban planning and communication studies.
Purpose of the Study:
- To compare the network structures derived from phone call data and cell phone mobility data.
- To investigate the relationship between communication patterns and physical movement in a large-scale dataset.
Main Methods:
- Utilized a dataset of billions of phone calls in Colombia over six months.
- Constructed and analyzed two distinct spatial networks: one based on call connections and another on cell phone mobility.
- Employed network analysis techniques to compare structural properties, including spatial decay coefficients.
Main Results:
- The phone call network was found to be a higher-order aggregation of the mobility network.
- Both networks exhibited isomorphic structures, indicating a strong underlying similarity.
- The mobility network displayed a higher spatial decay coefficient compared to the call network.
Conclusions:
- Telecommunication network structures are highly correlated with human mobility patterns.
- Adjusting for distance effects makes the call and mobility networks virtually indistinguishable, suggesting shared underlying spatial constraints.
- This research provides insights into the spatial organization of social interactions mediated by technology.
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