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01-12-2016 | Original Article

Modeling attitude diffusion and agenda setting: the MAMA model

Author: Kiran Lakkaraju

Published in: Social Network Analysis and Mining | Issue 1/2016

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Abstract

Attitude diffusion is where “attitudes” (general, relatively enduring evaluative responses to a topic) spread through a population. Attitudes play an incredibly important role in human decision-making (for instance, in health care decisions) and are a critical part of social psychology. However, existing models of diffusion do not account for key differentiating aspects of attitudes. In this work, we develop the “Multi-Agent, Multi-Attitude” (MAMA) model which incorporates several key factors of attitude diffusion: (1) multiple, interacting attitudes; (2) social influence between individuals; and (3) media influence. All three components have strong support from the social science community. Using the MAMA model, we re-visit the problem of influence maximization in a attitude diffusion setting where media influence is possible—we show that strategic manipulation of the media can lead to statistically significant decreases in diffusion of attitudes. Finally, to better understand the dynamics of the model, we use an absorbing Markov chain to characterize state transitions in the model.

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Footnotes
1
There are a host of other factors that play a role, such as the type of attitude (implicit or explicit), the persuasion route, etc. See Eagly and Chaiken (1993) and O’Keefe (2002). In this model, we focus on the core concepts of cognitive consistency and leave further refinement to future work.
 
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Metadata
Title
Modeling attitude diffusion and agenda setting: the MAMA model
Author
Kiran Lakkaraju
Publication date
01-12-2016
Publisher
Springer Vienna
Published in
Social Network Analysis and Mining / Issue 1/2016
Print ISSN: 1869-5450
Electronic ISSN: 1869-5469
DOI
https://doi.org/10.1007/s13278-016-0322-4

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