TY - GEN
T1 - Manipulating Elections by Changing Voter Perceptions
AU - Wu, Junlin
AU - Estornell, Andrew
AU - Kong, Lecheng
AU - Vorobeychik, Yevgeniy
N1 - Publisher Copyright:
© 2022 International Joint Conferences on Artificial Intelligence. All rights reserved.
PY - 2022
Y1 - 2022
N2 - The integrity of elections is central to democratic systems. However, a myriad of malicious actors aspire to influence election outcomes for financial or political benefit. A common means to such ends is by manipulating perceptions of the voting public about select candidates, for example, through misinformation. We present a formal model of the impact of perception manipulation on election outcomes in the framework of spatial voting theory, in which the preferences of voters over candidates are generated based on their relative distance in the space of issues. We show that controlling elections in this model is, in general, NP-hard, whether issues are binary or real-valued. However, we demonstrate that critical to intractability is the diversity of opinions on issues exhibited by the voting public. When voter views lack diversity, and we can instead group them into a small number of categories-for example, as a result of political polarization-the election control problem can be solved in polynomial time in the number of issues and candidates for arbitrary scoring rules.
AB - The integrity of elections is central to democratic systems. However, a myriad of malicious actors aspire to influence election outcomes for financial or political benefit. A common means to such ends is by manipulating perceptions of the voting public about select candidates, for example, through misinformation. We present a formal model of the impact of perception manipulation on election outcomes in the framework of spatial voting theory, in which the preferences of voters over candidates are generated based on their relative distance in the space of issues. We show that controlling elections in this model is, in general, NP-hard, whether issues are binary or real-valued. However, we demonstrate that critical to intractability is the diversity of opinions on issues exhibited by the voting public. When voter views lack diversity, and we can instead group them into a small number of categories-for example, as a result of political polarization-the election control problem can be solved in polynomial time in the number of issues and candidates for arbitrary scoring rules.
UR - https://www.scopus.com/pages/publications/85137854667
U2 - 10.24963/ijcai.2022/79
DO - 10.24963/ijcai.2022/79
M3 - Conference contribution
AN - SCOPUS:85137854667
T3 - IJCAI International Joint Conference on Artificial Intelligence
SP - 557
EP - 563
BT - Proceedings of the 31st International Joint Conference on Artificial Intelligence, IJCAI 2022
A2 - De Raedt, Luc
A2 - De Raedt, Luc
PB - International Joint Conferences on Artificial Intelligence
T2 - 31st International Joint Conference on Artificial Intelligence, IJCAI 2022
Y2 - 23 July 2022 through 29 July 2022
ER -