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Title: Monotonicity in the averaging process

Journal Article · · Journal of Physics. A, Mathematical and Theoretical
ORCiD logo [1]; ORCiD logo [2]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States). Center for Nonlinear Studies (CNLS)
  2. Boston Univ., MA (United States); Santa Fe Inst. (SFI), Santa Fe, NM (United States); Skolkovo Inst. of Science and Technology, Moscow (Russia)

In this work, we investigate an averaging process that describes how interacting agents approach consensus through binary interactions. In each elementary step, two agents are selected at random and they reach compromise by adopting their opinion average. We show that the fraction of agents with a monotonically decreasing opinion decays as e-αt, and that the exponent is selected as the extremum from a continuous spectrum of possible values. The opinion distribution of monotonic agents is asymmetric, and it becomes self-similar at large times. Furthermore, the tails of the opinion distribution are algebraic, and they are characterized by two distinct and nontrivial exponents. We also explore statistical properties of agents with an opinion strictly above average.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE Laboratory Directed Research and Development (LDRD) Program
Grant/Contract Number:
89233218CNA000001
OSTI ID:
1863743
Report Number(s):
LA-UR-21-28699
Journal Information:
Journal of Physics. A, Mathematical and Theoretical, Vol. 54, Issue 49; ISSN 1751-8113
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United States
Language:
English

References (23)

Multiscaling in inelastic collisions journal January 2000
Vector Opinion Dynamics in a Bounded Confidence Consensus Model journal October 2005
Traveling Waves, Front Selection, and Exact Nontrivial Exponents in a Random Fragmentation Problem journal December 2000
Exact finite-size corrections in the dimer model on a planar square lattice journal July 2019
Influence of correlations on the velocity statistics of scalar granular gases journal April 2002
Pattern selection and super-patterns in the bounded confidence model journal October 2015
Exponential velocity tails in a driven inelastic Maxwell model journal December 2002
Exact First-Passage Exponents of 1D Domain Growth: Relation to a Reaction-Diffusion Model journal July 1995
A formula for crossing probabilities of critical systems inside polygons journal January 2017
Front propagation into unstable states journal November 2003
Third and fourth degree collisional moments for inelastic Maxwell models journal November 2007
Non-trivial exponents in the zero temperature dynamics of the 1D Ising and Potts models journal June 1994
Event-based broadcasting for multi-agent average consensus journal January 2013
Persistence and first-passage properties in nonequilibrium systems journal June 2013
Convergence Speed in Distributed Consensus and Averaging journal January 2009
Velocity distribution of a driven inelastic one-component Maxwell gas journal March 2017
IV. On the dynamical theory of gases journal January 1867
A lecture on the averaging process journal January 2012
The wave of Advance of Advantageous Genes journal June 1937
Dynamics of linguistic opinion formation in bounded confidence model journal November 2016
Meet, discuss, and segregate! journal January 2002
A Pairwise Averaging Procedure with Application to Consensus Formation in the Deffuant Model journal January 2012
Extreme value statistics and traveling fronts: Application to computer science journal February 2002

Figures / Tables (7)