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Multi-Issue Opinion Diffusion under Constraints

Botan, Sirin and Grandi, Umberto and Perrussel, Laurent Multi-Issue Opinion Diffusion under Constraints. (2019) In: 18th International Joint Conference on Autonomous Agents and Multiagent Systems (AAMAS 2019), 12 May 2019 - 17 May 2019 (Montreal, Canada).

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Official URL: https://doi.org/10.5555/3306127.3331774

Abstract

Most existing models of opinion diffusion on networks neglect the existence of logical constraints that might correlate individual opinions on multiple issues. In this paper we study the diffusion of constrained opinions on a social network as an iterated process of aggregating neighbouring opinions. Individual views are modelled as vectors of yes/no answers to a number of propositions subject to integrity constraints, and each individual updates her opinion by looking at the aggregated opinion of her influencers. To overcome the problem of updating towards inconsistent influencing opinions, we propose a model based on individual updates on subsets of the issues of limited size called propositionwise updates. By adapting notions from the theory of boolean functions, we identify classes of integrity constraints on which propositionwise updates decrease the influence gap between nodes of the network and their influencers caused by the presence of an integrity constraint. Furthermore, we provide a detailed study of the termination of the proposed diffusion processes.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to ACM. The definitive version is available at http://dl.acm.org This papers appears in AAMAS'19 ISBN: 978-1-4503-6309-9 The original PDF is available at: https://dl.acm.org/doi/10.5555/3306127.3331774
HAL Id:hal-02435349
Audience (conference):National conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
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Deposited On:08 Jan 2020 13:31

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