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to within distance \(\varepsilon \) of equilibrium in \(O(n^2 \ln (n/\varepsilon ))\) rounds, even in a model with outdated information on the average public opinion.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.
This work was supported by DFG Cluster of Excellence MMCI at Saarland University. Stratis Skoulakis is supported by a scholarship from the Onassis Foundation.
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References
Altafini, C.: Consensus problems on networks with antagonistic interactions. IEEE Trans. Autom. Control 58(4), 935–946 (2013)
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)
Barberà, S.: An introduction to strategy proof social choice functions. Soc. Choice Welf. 18, 619–653 (2001)
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)
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_31
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)
Chazelle, B., Wang, C.: Inertial Hegselmann-Krause systems. IEEE Trans. Autom. Control (2017, to appear)
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)
DeGroot, M.H.: Reaching a consensus. J. Am. Stat. Assoc. 69, 118–121 (1974)
Ferraioli, D., Goldberg, P.W., Ventre, C.: Decentralized dynamics for finite opinion games. In: Serna, M. (ed.) SAGT 2012. LNCS, pp. 144–155. Springer, Heidelberg (2012). doi:10.1007/978-3-642-33996-7_13
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)
Friedkin, N.E., Johnsen, E.C.: Social influence and opinions. J. Math. Sociol. 15(3–4), 193–205 (1990)
Ghaderi, J., Srikant, R.: Opinion dynamics in social networks with stubborn agents: equilibrium and convergence rate. Automatica 50, 3209–3215 (2014)
Golub, B., Jackson, M.O.: Naïve learning in social networks and the wisdom of crowds. Am. Econ. J.: Microecon. 2(1), 112–149 (2010)
Hegselmann, R., Krause, U.: Opinion dynamics and bounded confidence models, analysis, and simulation. J. Artif. Soc. Soc. Simul. 5, 2 (2002)
Jackson, M.O.: Social and Economic Networks. Princeton University Press, Princeton (2008)
Moulin, H.: On strategy-proofness and single-peakedness. Publ. Choice 35, 437–455 (1980)
Rosen, J.B.: Existence and uniqueness of equilibrium points in concave \(n\)-person games. Econometrica 33, 520–534 (1965)
Roughgarden, T., Schoppmann, F.: Local smoothness and the price of anarchy in splittable congestion games. J. Econ. Theory 156, 317–342 (2015)
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)
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Epitropou, M., Fotakis, D., Hoefer, M., Skoulakis, S. (2017). Opinion Formation Games with Aggregation and Negative Influence. In: Bilò, V., Flammini, M. (eds) Algorithmic Game Theory. SAGT 2017. Lecture Notes in Computer Science(), vol 10504. Springer, Cham. https://doi.org/10.1007/978-3-319-66700-3_14
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