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2017 | OriginalPaper | Buchkapitel

Opinion Formation Games with Aggregation and Negative Influence

verfasst von : Markos Epitropou, Dimitris Fotakis, Martin Hoefer, Stratis Skoulakis

Erschienen in: Algorithmic Game Theory

Verlag: Springer International Publishing

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Abstract

We study continuous opinion formation games with aggregation aspects. In many domains, expressed opinions of people are not only affected by local interaction and personal beliefs, but also by influences that stem from global properties of the opinions in the society. To capture the interplay of such global and local effects, we propose a model of opinion formation games with aggregation, where we concentrate on the average public opinion as a natural way to represent a global trend in the society. While the average alone does not have good strategic properties as an aggregation rule, we show that with a reasonable influence of the average public opinion, the good properties of opinion formation models are preserved. More formally, we prove that a unique equilibrium exists in average-oriented opinion formation games. Simultaneous best-response dynamics converge to within distance \(\varepsilon \) of equilibrium in \(O(n^2 \ln (n/\varepsilon ))\) rounds, even in a model with outdated information on the average public opinion. For the Price of Anarchy, we show a small bound of \(9/8 + o(1)\), almost matching the tight bound for games without aggregation. Moreover, some of the results apply to a general class of opinion formation games with negative influences, and we extend our results to the case where expressed opinions come from a restricted domain.

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Literatur
1.
Zurück zum Zitat Altafini, C.: Consensus problems on networks with antagonistic interactions. IEEE Trans. Autom. Control 58(4), 935–946 (2013)MathSciNetCrossRef Altafini, C.: Consensus problems on networks with antagonistic interactions. IEEE Trans. Autom. Control 58(4), 935–946 (2013)MathSciNetCrossRef
2.
Zurück zum Zitat Auletta, V., Caragiannis, I., Ferraioli, D., Galdi, C., Persiano, G.: Generalized discrete preference games. In: Proceedings of 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), pp. 53–59 (2016) Auletta, V., Caragiannis, I., Ferraioli, D., Galdi, C., Persiano, G.: Generalized discrete preference games. In: Proceedings of 25th International Joint Conference on Artificial Intelligence (IJCAI 2016), pp. 53–59 (2016)
3.
Zurück zum Zitat Barberà, S.: An introduction to strategy proof social choice functions. Soc. Choice Welf. 18, 619–653 (2001)MathSciNetCrossRef Barberà, S.: An introduction to strategy proof social choice functions. Soc. Choice Welf. 18, 619–653 (2001)MathSciNetCrossRef
4.
Zurück zum Zitat Bhawalkar, K., Gollapudi, S., Munagala, K.: Coevolutionary opinion formation games. In: Proceedings of 45th ACM Symposium on Theory of Computing (STOC 2013), pp. 41–50 (2013) Bhawalkar, K., Gollapudi, S., Munagala, K.: Coevolutionary opinion formation games. In: Proceedings of 45th ACM Symposium on Theory of Computing (STOC 2013), pp. 41–50 (2013)
5.
Zurück zum Zitat Bilò, V., Fanelli, A., Moscardelli, L.: Opinion formation games with dynamic social influences. In: Cai, Y., Vetta, A. (eds.) WINE 2016. LNCS, vol. 10123, pp. 444–458. Springer, Heidelberg (2016). doi:10.1007/978-3-662-54110-4_31CrossRef Bilò, V., Fanelli, A., Moscardelli, L.: Opinion formation games with dynamic social influences. In: Cai, Y., Vetta, A. (eds.) WINE 2016. LNCS, vol. 10123, pp. 444–458. Springer, Heidelberg (2016). doi:10.​1007/​978-3-662-54110-4_​31CrossRef
6.
Zurück zum Zitat Bindel, D., Kleinberg, J.M., Oren, S.: How bad is forming your own opinion? In: Proceeding of 52nd IEEE Symposium on Foundations of Computer Science (FOCS 2011), pp. 57–66 (2011) Bindel, D., Kleinberg, J.M., Oren, S.: How bad is forming your own opinion? In: Proceeding of 52nd IEEE Symposium on Foundations of Computer Science (FOCS 2011), pp. 57–66 (2011)
7.
Zurück zum Zitat Chazelle, B., Wang, C.: Inertial Hegselmann-Krause systems. IEEE Trans. Autom. Control (2017, to appear) Chazelle, B., Wang, C.: Inertial Hegselmann-Krause systems. IEEE Trans. Autom. Control (2017, to appear)
8.
Zurück zum Zitat Chen, P.-A., Chen, Y.-L., Lu, C.-J.: Bounds on the price of anarchy for a more general class of directed graphs in opinion formation games. Oper. Res. Lett. 44(6), 808–811 (2016)MathSciNetCrossRef Chen, P.-A., Chen, Y.-L., Lu, C.-J.: Bounds on the price of anarchy for a more general class of directed graphs in opinion formation games. Oper. Res. Lett. 44(6), 808–811 (2016)MathSciNetCrossRef
9.
Zurück zum Zitat DeGroot, M.H.: Reaching a consensus. J. Am. Stat. Assoc. 69, 118–121 (1974)CrossRef DeGroot, M.H.: Reaching a consensus. J. Am. Stat. Assoc. 69, 118–121 (1974)CrossRef
11.
Zurück zum Zitat Fotouhi, B., Rabbat, M.G.: The effect of exogenous inputs and defiant agents on opinion dynamics with local and global interactions. IEEE J. Sel. Top. Sig. Process. 7(2), 347–357 (2013)CrossRef Fotouhi, B., Rabbat, M.G.: The effect of exogenous inputs and defiant agents on opinion dynamics with local and global interactions. IEEE J. Sel. Top. Sig. Process. 7(2), 347–357 (2013)CrossRef
12.
Zurück zum Zitat Friedkin, N.E., Johnsen, E.C.: Social influence and opinions. J. Math. Sociol. 15(3–4), 193–205 (1990)CrossRef Friedkin, N.E., Johnsen, E.C.: Social influence and opinions. J. Math. Sociol. 15(3–4), 193–205 (1990)CrossRef
13.
Zurück zum Zitat Ghaderi, J., Srikant, R.: Opinion dynamics in social networks with stubborn agents: equilibrium and convergence rate. Automatica 50, 3209–3215 (2014)MathSciNetCrossRef Ghaderi, J., Srikant, R.: Opinion dynamics in social networks with stubborn agents: equilibrium and convergence rate. Automatica 50, 3209–3215 (2014)MathSciNetCrossRef
14.
Zurück zum Zitat Golub, B., Jackson, M.O.: Naïve learning in social networks and the wisdom of crowds. Am. Econ. J.: Microecon. 2(1), 112–149 (2010) Golub, B., Jackson, M.O.: Naïve learning in social networks and the wisdom of crowds. Am. Econ. J.: Microecon. 2(1), 112–149 (2010)
15.
Zurück zum Zitat Hegselmann, R., Krause, U.: Opinion dynamics and bounded confidence models, analysis, and simulation. J. Artif. Soc. Soc. Simul. 5, 2 (2002) Hegselmann, R., Krause, U.: Opinion dynamics and bounded confidence models, analysis, and simulation. J. Artif. Soc. Soc. Simul. 5, 2 (2002)
16.
Zurück zum Zitat Jackson, M.O.: Social and Economic Networks. Princeton University Press, Princeton (2008)CrossRef Jackson, M.O.: Social and Economic Networks. Princeton University Press, Princeton (2008)CrossRef
17.
Zurück zum Zitat Moulin, H.: On strategy-proofness and single-peakedness. Publ. Choice 35, 437–455 (1980)CrossRef Moulin, H.: On strategy-proofness and single-peakedness. Publ. Choice 35, 437–455 (1980)CrossRef
18.
Zurück zum Zitat Rosen, J.B.: Existence and uniqueness of equilibrium points in concave \(n\)-person games. Econometrica 33, 520–534 (1965)MathSciNetCrossRef Rosen, J.B.: Existence and uniqueness of equilibrium points in concave \(n\)-person games. Econometrica 33, 520–534 (1965)MathSciNetCrossRef
19.
Zurück zum Zitat Roughgarden, T., Schoppmann, F.: Local smoothness and the price of anarchy in splittable congestion games. J. Econ. Theory 156, 317–342 (2015)MathSciNetCrossRef Roughgarden, T., Schoppmann, F.: Local smoothness and the price of anarchy in splittable congestion games. J. Econ. Theory 156, 317–342 (2015)MathSciNetCrossRef
20.
Zurück zum Zitat Yildiz, E., Ozdaglar, A., Acemoglu, D., Saberi, A., Scaglione, A.: Binary opinion dynamics with stubborn agents. ACM Trans. Econ. Comput. 1(4), 19:1–19:30 (2013)CrossRef Yildiz, E., Ozdaglar, A., Acemoglu, D., Saberi, A., Scaglione, A.: Binary opinion dynamics with stubborn agents. ACM Trans. Econ. Comput. 1(4), 19:1–19:30 (2013)CrossRef
Metadaten
Titel
Opinion Formation Games with Aggregation and Negative Influence
verfasst von
Markos Epitropou
Dimitris Fotakis
Martin Hoefer
Stratis Skoulakis
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-66700-3_14

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