Breathe before speaking: Efficient information dissemination despite noisy, limited and anonymous communication

Ofer Feinerman, Bernhard Haeupler, Amos Korman

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Distributed computing models typically assume reliable com-munication between processors. While such assumptions often hold for engineered networks, e.g., due to underlying error correction protocols, their relevance to biological systems, wherein messages are often distorted before reaching their destination, is quite limited. In this study we aim at bridging this gap by rigorously analyzing a model of communication in large anonymous populations composed of simple agents which interact through short and highly unreliable messages. We focus on the rumor-spreading problem and the majority-consensus problem, two fundamental tasks in distributed computing, and initiate their study under communication noise. Our model for communication is extremely weak and follows the push gossip communication paradigm: In each synchronous round each agent that wishes to send information delivers a message to a random anonymous agent. This communication is further restricted to contain only one bit (essentially representing an opinion). Lastly, the system is assumed to be so noisy that the bit in each message sent is flipped independently with probability 1/2 - ε, for some small ε > 0. Even in this severely restricted, stochastic and noisy setting we give natural protocols that solve the noisy rumorspreading and the noisy majority-consensus problems efficiently. Our protocols run in O (log n/ε2 ) rounds and use 0(n log n/ε2) messages/bits in total, where n is the number of agents. These bounds are asymptotically optimal, in fact, are as fast and message efficient as if each agent would have been simultaneously informed directly by the source. Our efficient, robust, and simple algorithms suggest balancing between silence and transmission, synchronization, and majority-based decisions as important ingredients towards understanding collective communication schemes in anonymous and noisy populations.

Original languageEnglish
Title of host publicationPODC 2014 - Proceedings of the 2014 ACM Symposium on Principles of Distributed Computing
PublisherAssociation for Computing Machinery
Pages114-123
Number of pages10
ISBN (Print)9781450329446
DOIs
StatePublished - 2014
Externally publishedYes
Event2014 ACM Symposium on Principles of Distributed Computing, PODC 2014 - Paris, France
Duration: 15 Jul 201418 Jul 2014

Publication series

NameProceedings of the Annual ACM Symposium on Principles of Distributed Computing

Conference

Conference2014 ACM Symposium on Principles of Distributed Computing, PODC 2014
Country/TerritoryFrance
CityParis
Period15/07/1418/07/14

Keywords

  • Consensus
  • Gossip
  • Information dissemination
  • Noise
  • Reliability
  • Rumor spreading

ASJC Scopus subject areas

  • Software
  • Hardware and Architecture
  • Computer Networks and Communications

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