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Recent results and interpretations are presented for the thermal minority game, concentrating on deriving and justifying the fundamental stochastic differential equation for the microdynamics.

统计力学 · 物理学 2009-10-31 David Sherrington , Juan P. Garrahan , Esteban Moro

We study the continuous time dynamics of the Thermal Minority Game. We find that the dynamical equations of the model reduce to a set of stochastic differential equations for an interacting disordered system with non-trivial random…

统计力学 · 物理学 2009-10-31 Juan P. Garrahan , Esteban Moro , David Sherrington

A brief review is given of the minority game, an idealized model stimulated by a market of speculative agents, and its complex many-body behaviour. Particular consideration is given to analytic results for the model rather than discussions…

无序系统与神经网络 · 物理学 2009-11-11 David Sherrington

The Minority Game is a simple model for the collective behavior of agents in an idealized situation where they have to compete through adaptation for a finite resource. This review summarizes the statistical mechanics community efforts to…

无序系统与神经网络 · 物理学 2007-05-23 Esteban Moro

We discuss in detail the derivation of stochastic differential equations for the continuum time limit of the Minority Game. We show that all properties of the Minority Game can be understood by a careful theoretical analysis of such…

统计力学 · 物理学 2009-11-07 M. Marsili , D. Challet

We present a theory which describes a recently introduced model of an evolving, adaptive system in which agents compete to be in the minority. The agents themselves are able to evolve their strategies over time in an attempt to improve…

凝聚态物理 · 物理学 2009-10-31 T. S. Lo , P. M. Hui , N. F. Johnson

We introduce a simple stochastic dynamics for game theory. It assumes ``local'' rationality in the sense that any player climbs the gradient of his utility function in the presence of a stochastic force which represents deviation from…

统计力学 · 物理学 2008-11-23 Matteo Marsili , Yi-Cheng Zhang

We present detailed numerical results for a modified form of the so-called Minority Game, which provides a simplified model of a competitive market. Each agent has a limited set of strategies, and competes to be in a minority. An…

凝聚态物理 · 物理学 2009-10-31 T. S. Lo , S. W. Lim , P. M. Hui , N. F. Johnson

The Minority Game is a simple yet highly non-trivial agent-based model for a complex adaptive system. Despite its importance, a quantitative explanation of the game's fluctuations which applies over the entire parameter range of interest…

凝聚态物理 · 物理学 2009-10-31 M. Hart , P. Jefferies , N. F. Johnson , P. M. Hui

In this paper, we present a simple stock market model (the market game) which incorporates, as ab initio dynamics delayed majority dynamics, according to which agents (with heterogeneous strategies and price expectations) are rewarded if…

适应与自组织系统 · 物理学 2008-12-02 Yi Li , Robert Savit

We show that the dynamical equations describing the collective behavior of the model introduced by Cavagna et al. i) are not their Eqs. (5,6) but rather ii) are the same as those of the minority game (MG). As a consequence the analytic…

统计力学 · 物理学 2008-12-10 D. Challet , M. Marsili , R. Zecchina

The Minority Game is a generic model of competing adaptive agents, which is often believed to be a model of financial markets. We discuss to which extend this is a reasonable statement, and present minimal modifications that make this model…

统计力学 · 物理学 2009-11-07 D. Challet , M. Marsili , Y. -C. Zhang

We review the statistical mechanics approach to the study of the emerging collective behavior of systems of heterogeneous interacting agents. The general framework is presented through examples is such contexts as ecosystem dynamics and…

物理与社会 · 物理学 2007-05-23 Andrea De Martino , Matteo Marsili

We review the recent approaches to modelling financial markets based on multi-agent systems. After a brief summary of the basic stylised facts observed in real-market time-series we discuss some simple agent-based systems which are…

物理与社会 · 物理学 2008-12-02 Tobias Galla , Giancarlo Mosetti , Yi-Cheng Zhang

Ecologists and economists try to explain collective behavior in terms of competitive systems of selfish individuals with the ability to learn from the past. Statistical physicists have been investigating models which might contribute to the…

统计力学 · 物理学 2009-11-07 Susanne Moelbert , Paolo De Los Rios

We use the Minority Game and some of its variants to show how efficiency depends on learning in models of agents competing for limited resources. Exact results from statistical physics give a clear understanding of the phenomenology, and…

凝聚态物理 · 物理学 2007-05-23 Damien Challet

The minority model was introduced to study the competition between agents with limited information. It has the remarkable feature that, as the amount of information available increases, the collective gain made by the agents is reduced.…

统计力学 · 物理学 2007-05-23 M. A. R. de Cara , O. Pla , F. Guinea

A stochastic model for behavioral changes by imitative pair interactions of individuals is developed. `Microscopic' assumptions on the specific form of the imitative processes lead to a stochastic version of the game dynamical equations.…

统计力学 · 物理学 2007-05-23 Dirk Helbing

We discuss a simple model based on the Minority Game which reproduces the main stylized facts of anomalous fluctuations in finance. We present the analytic solution of the model in the thermodynamic limit and show that stylized facts arise…

统计力学 · 物理学 2009-11-07 Damien Challet , Matteo Marsili

We investigate the dynamics of the choice of an active strategy in the minority game. A history distribution is introduced as an analytical tool to study the asymmetry between the two choices offered to the agents. Its properties are…

adap-org · 物理学 2009-10-31 R. D'Hulst , G. J. Rodgers
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