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We discuss the exit probability of the one dimensional $q$-voter model and present tools to obtain estimates about this probability both through simulations in large networks (around $10^7$ sites) and analyticaly in the limit where the…

物理与社会 · 物理学 2015-06-18 André M. Timpanaro , Carmen P. C. Prado

We formulate and investigate the nonlinear $q$-voter model (which as special cases includes the linear voter and the Sznajd model) on a one dimensional lattice. We derive analytical formula for the exit probability and show that it agrees…

统计力学 · 物理学 2015-05-28 Piotr Przybyła , Katarzyna Sznajd--Weron , Maciej Tabiszewski

We investigate the q-voter model with stochastic noise arising from independence on complex networks. Using the pair approximation, we provide a comprehensive, mathematical description of its behavior and derive a formula for the critical…

物理与社会 · 物理学 2018-05-01 Arkadiusz Jędrzejewski

In this paper we study generalised Ising Glauber models with inflow of informa- tion in one dimension and derive expressions for the exit probability using well established analytical methods. The analytical expressions agree very well with…

统计力学 · 物理学 2016-02-11 Parna Roy , Parongama Sen

The aim of this work is the derivation of two approximated expressions for the two dimensional Gaussian Q-function, $Q(x,y;\rho)$. These expressions are highly accurate and are expressed in closed-form. Furthermore, their algebraic…

信息论 · 计算机科学 2015-05-18 Paschalis C. Sofotasios , Steven Freear

We present a detailed investigation of the behavior of the nonlinear q-voter model for opinion dynamics. At the mean-field level we derive analytically, for any value of the number q of agents involved in the elementary update, the phase…

物理与社会 · 物理学 2015-06-12 Paolo Moretti , Suyu Liu , Claudio Castellano , Romualdo Pastor-Satorras

In the standard $q$-voter model, a given agent can change its opinion only if there is a full consensus of the opposite opinion within a group of influence of size $q$. A more realistic extension is the threshold $q$-voter, where a minimal…

物理与社会 · 物理学 2020-05-28 A. R. Vieira , Antonio F. Peralta , Raul Toral , Maxi San Miguel , C. Anteneodo

We introduce a stochastic model of binary opinion dynamics in which the opinions are determined by the size of the neighbouring domains. The exit probability here shows a step function behaviour indicating the existence of a separatrix…

统计力学 · 物理学 2014-07-08 Soham Biswas , Suman Sinha , Parongama Sen

We study the exit probability for several binary opinion dynamics models in one dimension in which the opinion state (represented by $\pm 1$) of an agent is determined by dynamical rules dependent on the size of its neighbouring domains. In…

统计力学 · 物理学 2014-11-21 Parna Roy , Soham Biswas , Parongama Sen

We introduce a non-linear variant of the voter model, the q-voter model, in which q neighbors (with possible repetition) are consulted for a voter to change opinion. If the q neighbors agree, the voter takes their opinion; if they do not…

物理与社会 · 物理学 2009-11-27 C. Castellano , M. A. Munoz , R. Pastor-Satorras

We revisit the deduction of the exit probability of the one dimensional Sznajd model through the Kirkwood approximation [F. Slanina et al., Europhys. Lett. 82, 18006 (2008)]. This approximation is peculiar in that in spite of the agreement…

物理与社会 · 物理学 2015-12-30 André Martin Timpanaro , Serge Galam

We provide Large Deviation estimates for the bridge of a $d$-dimensional general diffusion process as the conditioning time tends to $0$ and apply these results to the evaluation of the asymptotics of its exit time probabilities. We are…

概率论 · 数学 2014-06-19 Paolo Baldi , Lucia Caramellino , Maurizia Rossi

We study a generalization of the voter model on complex networks, focusing on the scaling of mean exit time. Previous work has defined the voter model in terms of an initially chosen node and a randomly chosen neighbor, which makes it…

统计力学 · 物理学 2015-05-13 Casey M. Schneider-Mizell , Leonard M. Sander

The paper considers the problem of out-of-sample risk estimation under the high dimensional settings where standard techniques such as $K$-fold cross validation suffer from large biases. Motivated by the low bias of the leave-one-out cross…

统计方法学 · 统计学 2020-02-12 Kamiar Rahnama Rad , Arian Maleki

Collective adaptation, whether in innovation adoption, pro-environmental or organizational change, emerges from the interplay between individual decisions and social influence. Agent-based modeling provides a useful tool for studying such…

物理与社会 · 物理学 2025-10-29 Angelika Abramiuk-Szurlej , Katarzyna Sznajd-Weron

We introduce the threshold $q$-voter opinion dynamics where an agent, facing a binary choice, can change its mind when at least $q_0$ amongst $q$ neighbors share the opposite opinion. Otherwise, the agent can still change its mind with a…

物理与社会 · 物理学 2018-07-11 Allan R. Vieira , Celia Anteneodo

A novel method is presented to compute the exit time for the stochastic simulation algorithm. The method is based on the addition of a series of random variables and is derived using the convolution theorem. The final distribution is…

统计计算 · 统计学 2015-12-15 Basil S. Bayati

People often express opinions that differ from their privately held views, a phenomenon known in economy as preference falsification. Expressed-private opinion (EPO) models capture this by assigning each agent two dynamical variables: a…

物理与社会 · 物理学 2026-05-15 Barbara Kamińska , Barbara Nowak , Arkadiusz Lipiecki , Katarzyna Sznajd-Weron

Previous work in hierarchical reinforcement learning has faced a dilemma: either ignore the values of different possible exit states from a subroutine, thereby risking suboptimal behavior, or represent those values explicitly thereby…

机器学习 · 计算机科学 2012-07-02 Bhaskara Marthi , Stuart Russell , David Andre

We study numerically the dynamics of opinion formation under the influence of mass media using the $q$-voter model on a Barabasi-Albert network. We investigate the scenario where a voter adopts the mass media's opinion with a probability…

物理与社会 · 物理学 2024-07-16 Ramacos Fardela , Zulfi Abdullah , Roni Muslim
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