Thursday, February 10, 2005 |
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Group Dynamics in Silico: Complex Networks and the Human Flock |
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Traditionally, sociologists have tried to understand social life as a
structured system of institutions and norms that shape individual behavior
from the top down. In contrast, a new breed of social modelers suspect that
much of social life emerges from the bottom up, more like improvisational
jazz than a symphony orchestra. People do not simply play parts written by
elites and directed by managers. We make up our parts on the fly. But if
everyone is flying by the seat of their pants, how is social order possible?
New and compelling answers to this question are being uncovered by social
theorists using an innovative modeling tool developed in computer science
and applied with impressive success in disciplines ranging from biology to
physics -- agent based computational modeling. ABC models are useful tools
for exploring the complexity of interaction among interdependent
decision-makers, identifying the attainability of equilibria, and uncovering
the effects of network structure on population dynamics. Working with
graduate students Damon Centola and Robb Willer, I demonstrate the advantage
of this approach in an application to a social enigma based on Hans
Christian Andersen’s classic fable, "The Emperor's New Clothes." In this
model, agents must decide whether to comply with and enforce a norm that is
supported by a few fanatics and opposed by the vast majority. We find that
cascades of self-reinforcing support for a highly unpopular norm cannot
occur in a fully connected social network. However, if we limit agents’
horizons to their immediate neighbors, highly unpopular norms can emerge
locally and then spread throughout the population. One might expect these
cascades to be more likely as we increase the number of “true believers” and
create bridge ties between otherwise distant actors. Surprisingly, we
observed quite the opposite effects. Explanations of these anomalies
generate new and important insights into the spread of unpopular norms. |