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We discuss two models of opinion dynamics. First wepresent a brief review of the Hegselmann and Krause (HK) compromise model in two dimensions, showing that it is possible to simulate the dynamics in the limit of an infinite number of…

物理与社会 · 物理学 2009-11-11 Alessandro Pluchino , Vito Latora , Andrea Rapisarda

In this paper, the fractional order Hegselmann-Krause type model with leadership is studied.We seek an optimal control strategy for the system to reach a consensus in such a way that the control mechanism is included in the leader dynamics.…

动力系统 · 数学 2017-08-22 Ricardo Almeida , Agnieszka B. Malinowska , Tatiana Odzijewicz

From a mathematical point of view self-organization can be described as patterns to which certain dynamical systems modeling social dynamics tend spontaneously to be attracted. In this paper we explore situations beyond self-organization,…

最优化与控制 · 数学 2014-03-24 Marco Caponigro , Massimo Fornasier , Benedetto Piccoli , Emmanuel Trélat

The Hegselmann-Krause (HK) model is a wellknown opinion dynamics, attracting a significant amount of interest from a number of fields. However, the heterogeneous HK model is difficult to analyze - even the most basic property of convergence…

最优化与控制 · 数学 2019-12-24 Ge Chen , Wei Su , Songyuan Ding , Yiguang Hong

This paper studies the opinion dynamics model recently introduced by Hegselmann and Krause: each agent in a group maintains a real number describing its opinion; and each agent updates its opinion by averaging all other opinions that are…

数学物理 · 物理学 2011-04-08 Anahita Mirtabatabaei , Francesco Bullo

We study a time-delayed variant of the Hegselmann-Krause opinion formation model featuring a small group of leaders and a large group of non-leaders. In this model, leaders influence all agents but only interact among themselves. At the…

偏微分方程分析 · 数学 2026-03-31 Young-Pil Choi , Chiara Cicolani , Cristina Pignotti

We study a simple continuous-time multi-agent system related to Krause's model of opinion dynamics: each agent holds a real value, and this value is continuously attracted by every other value differing from it by less than 1, with an…

最优化与控制 · 数学 2009-07-28 Vincent D. Blondel , Julien M. Hendrickx , John N. Tsitsiklis

In this work we are interested in the modelling and control of opinion dynamics spreading on a time evolving network with scale-free asymptotic degree distribution. The mathematical model is formulated as a coupling of an opinion alignment…

最优化与控制 · 数学 2015-11-03 Giacomo Albi , Lorenzo Pareschi , Mattia Zanella

We show that the freezing time of the $d$-dimensional Hegselmann-Krause model is $O(n^4)$ where $n$ is the number of agents. This improves the best known upper bound whenever $d\geq 2$.

系统与控制 · 计算机科学 2015-01-12 Anders Martinsson

Let f_{k}(n) be the maximum number of time steps taken to reach equilibrium by a system of n agents obeying the k-dimensional Hegselmann-Krause bounded confidence dynamics. Previously, it was known that \Omega(n) = f_{1}(n) = O(n^3). Here…

系统与控制 · 计算机科学 2014-12-30 Edvin Wedin , Peter Hegarty

The original Hegselmann-Krause (HK) model is composed of a finite number of agents characterized by their opinion, a number in $[0,1]$. An agent updates its opinion via taking the average opinion of its neighbors whose opinion differs by at…

最优化与控制 · 数学 2021-08-19 Hsin-Lun Li

The original Hegselmann-Krause (HK) model consists of a set of~$n$ agents that are characterized by their opinion, a number in~$[0, 1]$. Each agent, say agent~$i$, updates its opinion~$x_i$ by taking the average opinion of all its…

动力系统 · 数学 2023-01-25 Hsin-Lun Li

The original Hegselmann-Krause (HK) model comprises a set of $n$ agents characterized by their opinion, a number in $[0,1]$. Agent $i$ updates its opinion $x_i$ via taking the average opinion of its neighbors whose opinion differs by at…

概率论 · 数学 2021-03-05 Hsin-Lun Li

Socio-psychological studies have identified a common phenomenon where an individual's public actions do not necessarily coincide with their private opinions, yet most existing models fail to capture the dynamic interplay between these two…

社会与信息网络 · 计算机科学 2025-11-12 Chen Song , Vladimir Cvetkovic , Rong Su

We study a model of opinion dynamics introduced by Krause: each agent has an opinion represented by a real number, and updates its opinion by averaging all agent opinions that differ from its own by less than 1. We give a new proof of…

多智能体系统 · 计算机科学 2009-03-13 Vincent D. Blondel , Julien M. Hendrickx , John N. Tsitsiklis

This report studies a continuous-time version of the well-known Hegselmann-Krause model of opinion dynamics with bounded confidence. As the equations of this model have discontinuous right-hand side, we study their Krasovskii solutions. We…

最优化与控制 · 数学 2011-11-18 Francesca Ceragioli , Paolo Frasca

The mixed Hegselmann-Krause (HK) model consists of a finite number of agents characterized by their opinion, a vector in $\mathbf{R^d}$. For the deterministic case, each agent updates its opinion by the rule: decide its degree of…

动力系统 · 数学 2023-01-31 Hsin-Lun Li

In this paper, we analyze a Hegselmann-Krause opinion formation model with time-variable time delay and prove that, if the influence function is always positive, then there is exponential convergence to consensus without requiring any…

最优化与控制 · 数学 2023-08-11 Elisa Continelli , Cristina Pignotti

In this paper, we study Hegselmann-Krause models with a time-variable time delay. Under appropriate assumptions, we show the exponential asymptotic consensus when the time delay satisfies a suitable smallness assumption. Our main strategies…

偏微分方程分析 · 数学 2019-09-09 Young-Pil Choi , Alessandro Paolucci , Cristina Pignotti

We consider a continuous time stochastic optimal control problem under both equality and inequality constraints on the expectation of some functionals of the controlled process. Under a qualification condition, we show that the problem is…

最优化与控制 · 数学 2021-07-09 Laurent Pfeiffer , Xiaolu Tan , Yulong Zhou