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We study high-dimensional stochastic optimal control problems in which many agents cooperate to minimize a convex cost functional. We consider both the full-information problem, in which each agent observes the states of all other agents,…

概率论 · 数学 2023-01-10 Joe Jackson , Daniel Lacker

This paper aims at providing rigorous theoretical analysis to investigate the consensus behavior of opinion dynamics in noisy environments. It is known that the well-known Hegselmann-Krause (HK) opinion dynamics demonstrates various…

最优化与控制 · 数学 2016-07-12 Wei Su , Ge Chen , Yiguang Hong

In this paper, we consider two multi-dimensional Hagselmann-Krause (HK) models for opinion dynamics. The two models describe how individuals adjust their opinions on multiple topics, based on the influence of their peers. The models differ…

系统与控制 · 电气工程与系统科学 2022-04-20 Giulia De Pasquale , Maria Elena Valcher

In this paper we study a Hegselmann-Krause opinion formation model with distributed time delay and positive influence functions. Through a Lyapunov functional approach, we provide a consensus result under a smallness assumption on the…

偏微分方程分析 · 数学 2020-05-19 Alessandro Paolucci

We propose an actor-critic framework to solve the time-continuous stochastic optimal control problem. A least square temporal difference method is applied to compute the value function for the critic. The policy gradient method is…

最优化与控制 · 数学 2025-01-27 Mo Zhou , Jianfeng Lu

We study generalizations of the Hegselmann-Krause (HK) model for opinion dynamics, incorporating features and parameters that are natural components of observed social systems. The first generalization is one where the strength of influence…

动力系统 · 数学 2014-09-29 Avhishek Chatterjee , Anand D. Sarwate , Sriram Vishwanath

This paper introduces a heterogeneous multidimensional bounded confidence (BC) opinion dynamics with random pairwise interactions, whereby each pair of agents accesses each other's opinions with a specific probability. This revised model is…

最优化与控制 · 数学 2024-12-05 Jiangjiang Cheng , Ge Chen , Wenjun Mei , Francesco Bullo

Understanding how individuals change their opinions is essential to mitigate the harmful effect of fake news and stop opinion polarization. Building upon an extremely flexible opinion dynamics model that can capture the key microscopic…

物理与社会 · 物理学 2022-07-05 Ivan V. Kozitsin

We investigate constrained optimal control problems for linear stochastic dynamical systems evolving in discrete time. We consider minimization of an expected value cost over a finite horizon. Hard constraints are introduced first, and then…

最优化与控制 · 数学 2011-07-07 Eugenio Cinquemani , Mayank Agarwal , Debasish Chatterjee , John Lygeros

In this paper, we analyze a Hegselmann-Krause opinion formation model with attractive-lacking interaction. More precisely, we investigate the situation in which the individuals involved in an opinion formation process interact among…

最优化与控制 · 数学 2024-07-08 Elisa Continelli , Cristina Pignotti

This paper elaborates control strategies to prevent clustering effects in opinion formation models. This is the exact opposite of numerous situations encountered in the literature where, on the contrary, one seeks controls promoting…

最优化与控制 · 数学 2018-02-05 Benedetto Piccoli , Nastassia Pouradier Duteil , Emmanuel Trélat

Often in the setting of human-based interactions, the existence of a temporal hierarchy of information plays an important role in diffusion and opinion dynamics within communities. For example at the individual agent level, more recently…

物理与社会 · 物理学 2021-01-27 Daniel Feinstein , Ebrahim Patel

An optimal control problem related to the probability of transition between stable states for a thermally driven Ginzburg-Landau equation is considered. The value function for the optimal control problem with a spatial discretization is…

最优化与控制 · 数学 2008-09-11 Mattias Sandberg

We consider control in linear time-varying dynamical systems from the perspective of regret minimization. Unlike most prior work in this area, we focus on the problem of designing an online controller which minimizes regret against the best…

机器学习 · 计算机科学 2021-02-03 Gautam Goel , Babak Hassibi

In the Hegselmann-Krause model, an agent updates its opinion by averaging with others whose opinions differ by at most a given confidence threshold. With agents' initial opinions uniformly distributed on the unit interval, we provide a…

概率论 · 数学 2024-08-08 Hsin-Lun Li

This paper studies a class of consensus dynamics where the interactions between agents are affected by a time-varying unknown scaling factor. This situation is encountered in the control of robotic fleets over a wireless network or in…

系统与控制 · 电气工程与系统科学 2025-11-14 Zoltan Nagy , Irinel-Constantin Morarescu , Lucian Busoniu

We study the dynamics of opinion formation in the situation where changing opinion involves a cost for the agents. To do so we couple the dynamics of a heterogeneous bounded confidence Hegselmann-Krause model with that of the resources that…

物理与社会 · 物理学 2020-09-07 Hendrik Schawe , Laura Hernández

Recently, significant attention has been dedicated to the models of opinion dynamics in which opinions are described by real numbers, and agents update their opinions synchronously by averaging their neighbors' opinions. The neighbors of…

动力系统 · 数学 2011-04-08 Anahita Mirtabatabaei , Francesco Bullo

We study a time-optimal control problem of a two-peakon collision. First, we state the controllability. Next, we find the time-optimal strategy. This is done via the HamiltonJacobi-Bellman equation and the dynamic programming method. We…

最优化与控制 · 数学 2021-05-24 Tomasz Cieślak , Bidesh Das

This paper focuses on the opinion dynamics under the influence of manipulative agents. This type of agents is characterized by the fact that their opinions follow a trajectory that does not respond to the dynamics of the model, although it…

社会与信息网络 · 计算机科学 2025-01-28 A. Bautista