TY - JOUR
T1 - Friedkin-Johnsen Model With Diminishing Competition
AU - Ballotta, Luca
AU - Vékássy, Áron
AU - Gil, Stephanie
AU - Yemini, Michal
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2024
Y1 - 2024
N2 - This letter studies the Friedkin-Johnsen (FJ) model with diminishing competition, or stubbornness. The original FJ model assumes that each agent assigns a constant competition weight to its initial opinion. In contrast, we investigate the effect of diminishing competition on the convergence point and speed of the FJ dynamics. We prove that, if the competition is uniform across agents and vanishes asymptotically, the convergence point coincides with the nominal consensus reached with no competition. However, the diminishing competition slows down convergence according to its own rate of decay. We study this phenomenon analytically and provide upper and lower bounds on the convergence rate. Further, if competition is not uniform across agents, we show that the convergence point may not coincide with the nominal consensus point. Finally, we evaluate our analytical insights numerically.
AB - This letter studies the Friedkin-Johnsen (FJ) model with diminishing competition, or stubbornness. The original FJ model assumes that each agent assigns a constant competition weight to its initial opinion. In contrast, we investigate the effect of diminishing competition on the convergence point and speed of the FJ dynamics. We prove that, if the competition is uniform across agents and vanishes asymptotically, the convergence point coincides with the nominal consensus reached with no competition. However, the diminishing competition slows down convergence according to its own rate of decay. We study this phenomenon analytically and provide upper and lower bounds on the convergence rate. Further, if competition is not uniform across agents, we show that the convergence point may not coincide with the nominal consensus point. Finally, we evaluate our analytical insights numerically.
KW - Friedkin-Johnsen model
KW - consensus
KW - convergence
KW - convergence rate
KW - diminishing competition
UR - https://www.scopus.com/pages/publications/85211497956
U2 - 10.1109/lcsys.2024.3510192
DO - 10.1109/lcsys.2024.3510192
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AN - SCOPUS:85211497956
SN - 2475-1456
VL - 8
SP - 2679
EP - 2684
JO - IEEE Control Systems Letters
JF - IEEE Control Systems Letters
ER -