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Published on: July 24, 2017
Uncovering the differences and similarities between physical and virtual mobility.
Surendra Hazarie1, Hugo Barbosa1,2, Adam Frank1
1Department of Physics and Astronomy, University of Rochester, Rochester, NY, USA.
Physical and virtual human movement share identical statistical patterns when analyzed as sequences of visited locations. This suggests a common decision-making mechanism underlies both types of mobility, explained by a novel optimization model.
Area of Science:
- Computational Social Science
- Network Science
- Human Mobility Studies
Background:
- Digital traces from information and communications technologies offer high-resolution insights into human movement.
- Existing mobility models explain empirical spatio-temporal trends but often focus solely on physical movement.
- The rise of the World Wide Web introduced virtual mobility, paralleling and sometimes replacing physical activities.
Purpose of the Study:
- To systematically analyze and compare the statistical patterns of physical and virtual human movement.
- To identify similarities and differences in the temporal and spatial regimes of these two mobility types.
- To propose a unified model explaining the common underlying mechanisms of human navigation.
Main Methods:
- Comparative analysis of empirical spatio-temporal data from physical and virtual movement.
- Statistical pattern identification in both temporal and time-independent (event sequence) spaces.
- Development and validation of a Metropolis-Hastings type optimization model for movement behavior.
Main Results:
- Physical and virtual mobility exhibit distinct temporal patterns due to spatial/economic constraints in physical movement.
- When analyzed as event sequences (time-independent), statistical patterns of physical and virtual mobility become identical.
- The proposed optimization model successfully reproduces observed statistical commonalities with minimal input.
Conclusions:
- A fundamental similarity exists in the statistical patterns of physical and virtual human mobility, particularly in event sequences.
- Human movement, whether physical or virtual, appears governed by a common decision-making process akin to cost-benefit analysis.
- The developed optimization model offers a parsimonious explanation for observed mobility regularities across different domains.
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