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This work carries out a detailed transient analysis of the learning behavior of multi-agent networks, and reveals interesting results about the learning abilities of distributed strategies. Among other results, the analysis reveals how…

多智能体系统 · 计算机科学 2015-04-21 Jianshu Chen , Ali H. Sayed

We study opinion dynamics in a population of interacting adaptive agents voting on a set of complex multidimensional issues. We consider agents which can classify issues into for or against. The agents arrive at the opinions about each…

物理与社会 · 物理学 2009-03-11 Renato Vicente , Andre C. R. Martins , Nestor Caticha

In this paper we consider a network of boolean agents that compete for a limited resource. The agents play the so called Generalized Minority Game where the capacity level is allowed to vary externally. We study the properties of such a…

适应与自组织系统 · 物理学 2009-11-10 Aram Galstyan , Kristina Lerman

In mix-game which is an extension of minority game, there are two groups of agents; group1 plays the majority game, but the group2 plays the minority game. This paper studies the change of the average winnings of agents and volatilities vs.…

物理与社会 · 物理学 2015-06-26 Chengling Gou

In the future, artificial learning agents are likely to become increasingly widespread in our society. They will interact with both other learning agents and humans in a variety of complex settings including social dilemmas. We consider the…

计算机科学与博弈论 · 计算机科学 2019-11-21 Tobias Baumann , Thore Graepel , John Shawe-Taylor

In a recent article [1] we surveyed advances related to adaptation, learning, and optimization over synchronous networks. Various distributed strategies were discussed that enable a collection of networked agents to interact locally in…

最优化与控制 · 数学 2017-12-13 Ali H. Sayed , Xiaochuan Zhao

A model is developed to study the effectiveness of innovation and its impact on structure creation and structure change on agent-based societies. The abstract model that is developed is easily adapted to any particular field. In any…

综合金融 · 定量金融 2010-08-31 Tanya Araujo , R. Vilela Mendes

One of the natural objectives of the field of the social networks is to predict agents' behaviour. To better understand the spread of various products through a social network arXiv:1105.2434 introduced a threshold model, in which the nodes…

计算机科学与博弈论 · 计算机科学 2013-04-09 Sunil Simon , Krzysztof R. Apt

We study adaptive learning in a typical p-player game. The payoffs of the games are randomly generated and then held fixed. The strategies of the players evolve through time as the players learn. The trajectories in the strategy space…

经济学 · 定量金融 2018-04-09 James B. T. Sanders , J. Doyne Farmer , Tobias Galla

We present a game of interacting agents which mimics the complex dynamics found in many natural and social systems. These agents modify their strategies periodically, depending on their performances using genetic crossover mechanisms,…

统计力学 · 物理学 2009-11-10 Marko Sysi-Aho , Anirban Chakraborti , Kimmo Kaski

While artificial intelligence has been applied to control players' decisions in board games for over half a century, little attention is given to games with no player competition. Pandemic is an exemplar collaborative board game where all…

人工智能 · 计算机科学 2021-03-23 Konstantinos Sfikas , Antonios Liapis

In lowest unique bid auctions, $N$ players bid for an item. The winner is whoever places the \emph{lowest} bid, provided that it is also unique. We use a grand canonical approach to derive an analytical expression for the equilibrium…

计算机科学与博弈论 · 计算机科学 2015-05-28 Simone Pigolotti , Sebastian Bernhardsson , Jeppe Juul , Gorm Galster , Pierpaolo Vivo

We discuss the feasibility of predicting, managing and subsequently manipulating, the future evolution of a Complex Adaptive System. Our archetypal system mimics a population of adaptive, interacting objects, such as those arising in the…

物理与社会 · 物理学 2007-05-23 David M. D. Smith , Neil F. Johnson

Involution now refers to the phenomenon that competitors in the same field make more efforts to struggle for limited resources but get lower individual ''profit effort ratio''. In this work, we investigate the evolution of the involution…

物理与社会 · 物理学 2024-01-23 Bo Li

Incentives are more likely to elicit desired outcomes when they are designed based on accurate models of agents' strategic behavior. A growing literature, however, suggests that people do not quite behave like standard economic agents in a…

计算机科学与博弈论 · 计算机科学 2014-06-09 Arpita Ghosh , Robert Kleinberg

We examine the effects of memory and different updating paradigms in a game-theoretic model of competitive learning, where agents are influenced in their choice of strategy by both the choices made by, and the consequent success rates of,…

物理与社会 · 物理学 2012-01-23 Ajaz Ahmad Bhat , Anita Mehta

We consider a simple binary market model containing $N$ competitive agents. The novel feature of our model is that it incorporates the tendency shown by traders to look for patterns in past price movements over multiple time scales, i.e.…

物理与社会 · 物理学 2009-11-11 Kurt E. Mitman , Sehyo Charley Choe , Neil F. Johnson

We investigate the behavioral patterns of a population of agents, each controlled by a simple biologically motivated neural network model, when they are set in competition against each other in the Minority Model of Challet and Zhang. We…

适应与自组织系统 · 物理学 2007-05-23 Joseph Wakeling , Per Bak

Social movements, neurons in the brain or even industrial suppliers are best described by agents evolving on networks with basic interaction rules. In these real systems, the connectivity between agents corresponds to the a critical state…

物理与社会 · 物理学 2007-05-23 Philippe Curty

Adaptive network is a powerful presentation to describe different real-world phenomena. However, current models often neglect higher-order interactions (beyond pairwise interactions) and diverse adaptation types (cooperative and…

适应与自组织系统 · 物理学 2025-01-24 S. Nirmala Jenifer , Dibakar Ghosh , Paulsamy Muruganandam