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Both the phenomenology and the theory of minority games (MG) with more than two strategies per agent are different from those of the conventional and extensively studied case S=2. MGs with $S>2$ exhibit nontrivial statistics of the…

无序系统与神经网络 · 物理学 2009-11-11 N. Shayeghi , A. C. C. Coolen

We present a spherical version of the grand-canonical minority game (GCMG), and solve its dynamics in the stationary state. The model displays several types of transitions between multiple ergodic phases and one non-ergodic phase. We derive…

物理与社会 · 物理学 2009-11-13 Alex Bladon , Thomas Richardson , Tobias Galla

We study analytically and numerically Minority Games in which agents may invest in different assets (or markets), considering both the canonical and the grand-canonical versions. We find that the likelihood of agents trading in a given…

物理与社会 · 物理学 2008-12-02 Ginestra Bianconi , Andrea De Martino , Fernando F. Ferreira , Matteo Marsili

The dynamics of minority games with agents trading on different time scales is studied via dynamical mean-field theory. We analyze the case where the agents' decision-making process is deterministic and its stochastic generalization with…

无序系统与神经网络 · 物理学 2009-11-10 Andrea De Martino

We analyze grand-canonical minority games with infinite and finite score memory and different updating timescales (from `on-line' games to `batch' games) in detail with various complementary methods, both analytical and numerical. We focus…

无序系统与神经网络 · 物理学 2007-05-23 Damien Challet , Andrea De Martino , Matteo Marsili , Isaac Perez Castillo

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

We study the dynamics and statics of a dilute batch minority game with random external information. We focus on the case in which the number of connections per agent is infinite in the thermodynamic limit. The dynamical scenario of…

无序系统与神经网络 · 物理学 2009-11-10 Tobias Galla

We formulate a theory of agent-based models in which agents compete to be in a winning group. The agents may be part of a network or not, and the winning group may be a minority group or not. The novel feature of the present formalism is…

无序系统与神经网络 · 物理学 2009-11-10 T. S. Lo , H. Y. Chan , P. M. Hui , N. F. Johnson

In this paper the extended model of Minority game (MG), incorporating variable number of agents and therefore called Grand Canonical, is used for prediction. We proved that the best MG-based predictor is constituted by a tremendously…

应用统计 · 统计学 2013-09-16 Karol Wawrzyniak , Wojciech Wiślicki

We study the dynamics of the batch minority game, with random external information, using generating functional techniques a la De Dominicis. The relevant control parameter in this model is the ratio $\alpha=p/N$ of the number $p$ of…

无序系统与神经网络 · 物理学 2009-10-31 J. A. F. Heimel , A. C. C. Coolen

Using generating functional and replica techniques, respectively, we study the dynamics and statics of a spherical Minority Game (MG), which in contrast with a spherical MG previously presented in J.Phys A: Math. Gen. 36 11159 (2003)…

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

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

We study minority games in efficient regime. By incorporating the utility function and aggregating agents with similar strategies we develop an effective mesoscale notion of state of the game. Using this approach, the game can be…

适应与自组织系统 · 物理学 2011-12-06 Karol Wawrzyniak , Wojciech Wislicki

We calculate the standard deviation of (N1-N0), the difference of the number of agents choosing between the two alternatives of the minority game. Our approach is based on two approximations: we use the whole set of possible strategies,…

凝聚态物理 · 物理学 2009-11-07 Ines Caridi , Horacio Ceva

We study the asymptotic macroscopic properties of the mixed majority-minority game, modeling a population in which two types of heterogeneous adaptive agents, namely ``fundamentalists'' driven by differentiation and ``trend-followers''…

统计力学 · 物理学 2009-11-10 A. De Martino , I. Giardina , G. Mosetti

We study the equilibrium distribution of relative strategy scores of agents in the asymmetric phase ($\alpha\equiv P/N\gtrsim 1$) of the basic Minority Game using sign-payoff, with $N$ agents holding two strategies over $P$ histories. We…

无序系统与神经网络 · 物理学 2016-08-31 Mats Granath , Alvaro Perez-Diaz

We show analytically how the fluctuations (i.e. standard deviation) in the Minority Game (MG) can decrease below the random coin-toss limit if the agents use more general, stochastic strategies. This suppression of the standard deviation…

凝聚态物理 · 物理学 2007-05-23 M. Hart , P. Jefferies , N. F. Johnson , P. M. Hui

We study the role of strategy correlations and timing of adaptation for the dynamics of Minority Games, both simulationally and analytically. Using the exact generating functional approach a la De Dominicis we compute the phase diagram and…

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

We propose an analytically tractable variation of the minority game in which rational agents use probabilistic strategies. In our model, $N$ agents choose between two alternatives repeatedly, and those who are in the minority get a pay-off…

交易与市场微观结构 · 定量金融 2014-02-11 V. Sasidevan , Deepak Dhar

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
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