The Undecided-State Dynamics is a well-known protocol that achieves Consensus in distributed systems formed by a set of n anonymous nodes interacting via a communication network. We consider this dynamics in the parallel PULL communication model on the complete graph for the binary case, i.e., when every node can either support one of two possible colors or stay in the undecided state. Previous work in this setting only considers initial color configurations with no undecided nodes and a large bias (i.e.,(n)) towards the majority color. A interesting open question here is whether this dynamics reaches consensus quickly, i.e. within a polylogarithmic number of rounds. In this paper we present an unconditional analysis of the Undecided-State Dynamics which answers to the above question in the affirmative. Our analysis shows that, starting from any initial configuration, the Undecided-State Dynamics reaches a monochromatic configuration within O(log2n) rounds, with high probability (w.h.p.). Moreover, we prove that if the initial configuration has bias Ω (√n log n), then the dynamics converges toward the initial majority color within O(log n) round, w.h.p. At the heart of our approach there is a new analysis of the symmetry-breaking phase that the process must perform in order to escape from (almost-)unbiased configurations. Previous symmetry-breaking analysis of consensus dynamics essentially concern sequential communication models (such as Population Protocols) and/or symmetric updated rules (such as majority rules).

Clementi, A., Gualà, L., Pasquale, F., Scornavacca, G. (2017). Brief announcement: On the parallel undecided-state dynamics with two colors. In Leibniz International Proceedings in Informatics, LIPIcs. Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing [10.4230/LIPIcs.DISC.2017.47].

Brief announcement: On the parallel undecided-state dynamics with two colors

Clementi, Andrea;Gualà, Luciano;Pasquale, Francesco;
2017-01-01

Abstract

The Undecided-State Dynamics is a well-known protocol that achieves Consensus in distributed systems formed by a set of n anonymous nodes interacting via a communication network. We consider this dynamics in the parallel PULL communication model on the complete graph for the binary case, i.e., when every node can either support one of two possible colors or stay in the undecided state. Previous work in this setting only considers initial color configurations with no undecided nodes and a large bias (i.e.,(n)) towards the majority color. A interesting open question here is whether this dynamics reaches consensus quickly, i.e. within a polylogarithmic number of rounds. In this paper we present an unconditional analysis of the Undecided-State Dynamics which answers to the above question in the affirmative. Our analysis shows that, starting from any initial configuration, the Undecided-State Dynamics reaches a monochromatic configuration within O(log2n) rounds, with high probability (w.h.p.). Moreover, we prove that if the initial configuration has bias Ω (√n log n), then the dynamics converges toward the initial majority color within O(log n) round, w.h.p. At the heart of our approach there is a new analysis of the symmetry-breaking phase that the process must perform in order to escape from (almost-)unbiased configurations. Previous symmetry-breaking analysis of consensus dynamics essentially concern sequential communication models (such as Population Protocols) and/or symmetric updated rules (such as majority rules).
31st International Symposium on Distributed Computing, DISC 2017
aut
2017
Austrian Ministry for Transport, Innovation and Technology (bmvit)
Rilevanza internazionale
contributo
2017
2017
Settore INF/01 - INFORMATICA
English
Distributed consensus; Dynamics; Gossip model; Markov chains; Software
http://drops.dagstuhl.de/opus/institut_lipics.php?fakultaet=04
Intervento a convegno
Clementi, A., Gualà, L., Pasquale, F., Scornavacca, G. (2017). Brief announcement: On the parallel undecided-state dynamics with two colors. In Leibniz International Proceedings in Informatics, LIPIcs. Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing [10.4230/LIPIcs.DISC.2017.47].
Clementi, A; Gualà, L; Pasquale, F; Scornavacca, G
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/194524
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