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Political moderation, a key attractor in democratic systems, proves highly fragile under realistic information conditions. We develop a stochastic model of opinion dynamics to analyze how noise and differential susceptibility reshape the…

物理与社会 · 物理学 2026-01-23 Renato Vieira dos Santos

A modelling framework, based on the theory of signal processing, for characterising the dynamics of systems driven by the unravelling of information is outlined, and is applied to describe the process of decision making. The model input of…

理论经济学 · 经济学 2022-04-14 Dorje C. Brody

Based on a recent model of paradigm shifts by Bornholdt et al., we studied mean-field opinion dynamics in an infinite population where an infinite number of ideas compete simultaneously with their values publicly known. We found that a…

物理与社会 · 物理学 2013-07-23 Seung Ki Baek , Xavier Durang , Mina Kim

We propose a model for diffusion of two opposite opinions. Here, the decision to be taken by each individual is a random variable which depends on the tendency of the population, as well on its own trend characteristic. The influence of the…

概率论 · 数学 2020-01-08 Manuel González-Navarrete , Rodrigo Lambert

Diffusion models without guidance generate very unrealistic samples. Guidance is used ubiquitously, and previous research has attributed its effect to low-temperature sampling that improves quality by trading off diversity. However, this…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Shanchuan Lin , Xiao Yang

We propose a stochastic model describing a process of awareness, evaluation and decision-making by agents on the d-dimensional integer lattice. Each agent may be in any of the three states belonging to the set {0, 1, 2}. In this model 0…

We consider a decision maker who must choose an action in order to maximize a reward function that depends also on an unknown parameter {\Theta}. The decision maker can delay taking the action in order to experiment and gather additional…

机器学习 · 统计学 2021-06-22 Victor F. Araman , Rene Caldentey

The analysis of diffusion processes in real-world propagation scenarios often involves estimating variables that are not directly observed. These hidden variables include parental relationships, the strengths of connections between nodes,…

社会与信息网络 · 计算机科学 2016-05-12 Shohreh Shaghaghian , Mark Coates

The diffusion of ideas is often closely connected to the creation and diffusion of knowledge and to the technological evolution of society. Because of this, knowledge creation, exchange and its subsequent transformation into innovations for…

物理与社会 · 物理学 2012-08-31 Nikolay K. Vitanov , Marcel R. Ausloos

Different technological domains have significantly different rates of performance improvement. Prior theory indicates that such differing rates should influence the relative speed of diffusion of the products embodying the different…

经济学 · 定量金融 2018-06-01 JongRoul Woo , Christopher L. Magee

Many proposed methods for explaining machine learning predictions are in fact challenging to understand for nontechnical consumers. This paper builds upon an alternative consumer-driven approach called TED that asks for explanations to be…

机器学习 · 计算机科学 2020-01-17 Michael Hind , Dennis Wei , Yunfeng Zhang

Decisions to pursue higher education are not fully explained by economic incentives, with social influence and peer effects playing a crucial, yet dynamically understudied, role. This paper develops a theoretical non-linear dynamics model…

综合经济学 · 经济学 2026-04-06 Andrea Caravaggio , Marco Catola , Silvia Leoni

We introduce and study a novel majority-based opinion diffusion model. Consider a graph $G$, which represents a social network. Assume that initially a subset of nodes, called seed nodes or early adopters, are colored either black or white,…

数据结构与算法 · 计算机科学 2020-12-08 Ahad N. Zehmakan

We investigate opinion dynamics and information spreading on networks under the influence of content filtering technologies. The filtering mechanism, present in many online social platforms, reduces individuals' exposure to disagreeing…

物理与社会 · 物理学 2024-01-26 Antonio F. Peralta , János Kertész , Gerardo Iñiguez

The spread of new ideas, behaviors or technologies has been extensively studied using epidemic models. Here we consider a model of diffusion where the individuals' behavior is the result of a strategic choice. We study a simple coordination…

概率论 · 数学 2015-03-17 Marc Lelarge

The HCI community commonly evaluates decision support systems based on whether they improve task performance or promote appropriate user reliance. In this work, we look beyond decision outcomes to examine the process through which users…

人机交互 · 计算机科学 2026-03-18 Michaela Benk , Tim Miller

We develop a sequence of models describing information transmission and decision dynamics for a network of individual agents subject to multiple sources of influence. Our general framework is set in the context of an impending natural…

物理与社会 · 物理学 2015-06-05 Danielle S. Bassett , David L. Alderson , Jean M. Carlson

The increasing ease of data capture and storage has led to a corresponding increase in the choice of data, the type of analysis performed on that data, and the complexity of the analysis performed. The main contribution of this paper is to…

应用统计 · 统计学 2018-03-14 David Kohn , Nick Glozier , Ian B. Hickie , Hugh Durrant-Whyte , Sally Cripps

Opinion evolution and judgment revision are mediated through social influence. Based on a large crowdsourced in vitro experiment (n=861), it is shown how a consensus model can be used to predict opinion evolution in online collective…

社会与信息网络 · 计算机科学 2016-09-28 Corentin Vande Kerckhove , Samuel Martin , Pascal Gend , Peter J. Rentfrow , Julien M. Hendrickx , Vincent D. Blondel

The long-run convergence of developing economies toward advanced countries exhibits robust empirical regularities, yet the mechanisms underlying technological diffusion remain insufficiently specified in standard growth models. In this…

统计金融 · 定量金融 2026-04-14 Vygintas Gontis , Lesya Kolinets