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We describe a new method for evaluating Bayes factors. The key idea is to introduce a hypermodel in which the competing models are components of a mixture distribution. Inference for the mixing probabilities then yields estimates of the…

统计方法学 · 统计学 2016-02-16 Philip D. O'Neill , Theodore Kypraios

The existence of juxtaposed regions of distinct cultures in spite of the fact that people's beliefs have a tendency to become more similar to each other's as the individuals interact repeatedly is a puzzling phenomenon in the social…

计算物理 · 物理学 2010-11-05 Lucas R. Peres , Jose F. Fontanari

Recent work has focused attention on statistical inference for the population distribution of the number of sexual partners based on survey data. The characteristics of these distributions are of interest as components of mathematical…

无序系统与神经网络 · 物理学 2007-05-23 Mark S. Handcock , James Holland Jones , Martina Morris

Opinion dynamics have fascinated researchers for centuries. The ability of societies to learn as well as the emergence of irrational {\it herding} are equally evident. The simplest example is that of agents that have to determine a binary…

社会与信息网络 · 计算机科学 2017-04-07 Amir Leshem , Anna Scaglione

We focus on the majority model in a topology consisting of two coupled fully-connected networks, thereby mimicking the existence of communities in social networks. We show that a transition takes place at a value of the inter-connectivity…

物理与社会 · 物理学 2007-06-13 R. Lambiotte , M. Ausloos , J. Holyst

Typically, models with a heterogeneous property are considerably harder to analyze than the corresponding homogeneous models, in which the heterogeneous property is replaced with its average value. In this study we show that any outcome of…

概率论 · 数学 2012-04-06 Gadi Fibich , Arieh Gavious , Eilon Solan

The changes in user preferences can originate from substantial reasons, like personality shift, or transient and circumstantial ones, like seasonal changes in item popularities. Disregarding these temporal drifts in modelling user…

信息检索 · 计算机科学 2018-03-01 F. Zafari , I. Moser , T. Baarslag

We study a model of continuous opinion dynamics with both positive and negative mutual interaction. The model shows a continuous phase transition between a phase with consensus (order) and a phase having no consensus (disorder). The mean…

统计力学 · 物理学 2017-01-04 Sudip Mukherjee , Arnab Chatterjee

Model selection requires repeatedly evaluating models on a given dataset and measuring their relative performances. In modern applications of machine learning, the models being considered are increasingly more expensive to evaluate and the…

机器学习 · 计算机科学 2020-10-21 Anant Raj , Cameron Musco , Lester Mackey , Nicolo Fusi

The use of instrumental variables for estimating the effect of an exposure on an outcome is popular in econometrics, and increasingly so in epidemiology. This increasing popularity may be attributed to the natural occurrence of instrumental…

统计方法学 · 统计学 2016-08-03 T. Martinussen , S. Vansteelandt , E. J. Tchetgen Tchetgen , D. M. Zucker

Typically, models with a heterogeneous property are considerably harder to analyze than the corresponding homogeneous models, in which the heterogeneous property is replaced with its average value. In this study we show that any outcome of…

经典分析与常微分方程 · 数学 2012-04-05 Gadi Fibich , Arieh Gavious , Eilon Solan

Due to recent empirical successes, the options framework for hierarchical reinforcement learning is gaining increasing popularity. Rather than learning from rewards which suffers from the curse of dimensionality, we consider learning an…

机器学习 · 计算机科学 2021-02-16 Zhiyu Zhang , Ioannis Paschalidis

Majority-vote model is a much-studied model for social opinion dynamics of two competing opinions. With the recent appreciation that our social network comprises a variety of different layers forming a multiplex network, a natural question…

物理与社会 · 物理学 2019-05-22 Jeehye Choi , K. -I. Goh

Collective behavior of the complex socio-economic systems is heavily influenced by the herding, group, behavior of individuals. The importance of the herding behavior may enable the control of the collective behavior of the individuals. In…

物理与社会 · 物理学 2014-04-03 Aleksejus Kononovicius , Vygintas Gontis

Binary decision-making process is ubiquitous in social life and is of vital significance in many real-world issues, ranging from public health to political campaigns. While continuous opinion evolution independent of discrete choice…

物理与社会 · 物理学 2021-05-26 Xuyang Chen , Xin Wang , Longzhao Liu , Shaoting Tang , Zhiming Zheng

Imitation is a key component of human social behavior, and is widely used by both children and adults as a way to navigate uncertain or unfamiliar situations. But in an environment populated by multiple heterogeneous agents pursuing…

神经元与认知 · 定量生物学 2023-05-15 Max Taylor-Davies , Stephanie Droop , Christopher G. Lucas

We introduce a voting model that is similar to a Keynesian beauty contest and analyze it from a mathematical point of view. There are two types of voters-copycat and independent-and two candidates. Our voting model is a binomial…

数据分析、统计与概率 · 物理学 2015-05-13 Masato Hisakado , Shintaro Mori

We propose a model for stochastic formation of opinion clusters, modelled by an evolving network, and herd behaviour to account for the observed fat-tail distribution in returns of financial-price data. The only parameter of the model is h,…

凝聚态物理 · 物理学 2009-10-31 Victor M. Eguiluz , Martin G. Zimmermann

We study multidimensional opinion dynamics under confirmation bias in social networks. Each agent holds a vector of correlated opinions across multiple topic layers. Peer interaction is modeled through a static, informationally symmetric…

系统与控制 · 电气工程与系统科学 2026-03-24 M. Hossein Abedinzadeh , Emrah Akyol

Social influence plays an important role in human behavior and decisions. The sources of influence can be generally divided into external, which are independent of social context, or as originating from peers, such as family and friends. An…

物理与社会 · 物理学 2016-10-19 Dan Braha , Marcus A. M. de Aguiar