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Extending the Graph Theory of Majority Illusions

Broersma, Naomï (2025) Extending the Graph Theory of Majority Illusions. Master's Thesis / Essay, Artificial Intelligence.

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Abstract

People tend to make decisions and have opinions that are affected by their local neighbourhood. However, this is not always a correct indicator of the global opinion. If someone sees a different local majority winner from the global majority winner, then they are under majority illusion. This thesis extends the existing graph-theoretical approach on majority illusions to directed graphs (digraphs). In order to determine the local majority winner for digraphs, each agent considers the majority opinion of their out-neighbourhood. Proof approaches for undirected graphs are considered, such as adapting results on majority colourings and colour-swapping. However, colour-swaps can no longer be used in general digraphs, due to asymmetry of edges. Unlike in undirected graphs, we show that there does not always exist a colouring for all digraphs such that a majority of agents see a weak-majority illusion. Moreover, results with respect to specific types of classes, different types of illusions, and dynamics of majority illusions over time are discussed.

Item Type: Thesis (Master's Thesis / Essay)
Supervisor name: Christoff, Z.L. and Grossi, D.
Degree programme: Artificial Intelligence
Thesis type: Master's Thesis / Essay
Language: English
Date Deposited: 07 Aug 2025 07:37
Last Modified: 07 Aug 2025 07:37
URI: https://fse.studenttheses.ub.rug.nl/id/eprint/36706

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