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Penalized regression methods aim to retrieve reliable predictors among a large set of putative ones from a limited amount of measurements. In particular, penalized regression with singular penalty functions is important for sparse…

信息论 · 计算机科学 2015-11-26 Mohammad Ramezanali , Partha P. Mitra , Anirvan M. Sengupta

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 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

In many stochastic games stemming from financial models, the environment evolves with latent factors and there may be common noise across agents' states. Two classic examples are: (i) multi-agent trading on electronic exchanges, and (ii)…

最优化与控制 · 数学 2019-07-24 Dena Firoozi , Peter E. Caines , Sebastian Jaimungal

We consider a version of large population games whose agents compete for resources using strategies with adaptable preferences. Diversity among the agents reduces their maladpative behavior. We find interesting scaling relations with…

凝聚态物理 · 物理学 2007-05-23 K. Y. Michael Wong , S. W. Lim , Zhuo Gao

We study the behavior of simple models for financial markets with widely spread frequency either in the trading activity of agents or in the occurrence of basic events. The generic picture of a phase transition between information efficient…

统计力学 · 物理学 2009-11-07 Matteo Marsili , Maurizio Piai

In this paper we present results and analyses of a class of games in which heterogeneous agents are rewarded for being in a minority group. Each agent possesses a number of fixed strategies each of which are predictors of the next minority…

adap-org · 物理学 2007-05-23 Radu Manuca , Yi Li , Rick Riolo , Robert Savit

We consider a version of large population games whose agents compete for resources using strategies with adaptable preferences. The games can be used to model economic markets, ecosystems or distributed control. Diversity of initial…

统计力学 · 物理学 2009-11-11 K. Y. Michael Wong , S. W. Lim , Zhuo Gao

We address the question of market efficiency using the Minority Game (MG) model. First we show that removing unrealistic features of the MG leads to models which reproduce a scaling behavior close to what is observed in real markets. In…

统计力学 · 物理学 2008-12-02 D. Challet , A. Chessa , M. Marsili , Y. -C. Zhang

The cavity approach is used to address the physical properties of random solids in equilibrium. Particular attention is paid to the fraction of localized particles and the distribution of localization lengths characterizing their thermal…

软凝聚态物质 · 物理学 2009-11-11 Xiaoming Mao , Paul M. Goldbart , Marc Mezard , Martin Weigt

In this work the properties of minority games containing agents which try to winning all the time are studied by means of computational simulations. We have considered several ways of introducing above the rules clever players using…

无序系统与神经网络 · 物理学 2007-05-23 J. R. L. de Almeida , J. Menche

We consider a stochastic game between three types of players: an inside trader, noise traders and a market maker. In a similar fashion to Kyle's model, we assume that the insider first chooses the size of her market-order and then the…

交易与市场微观结构 · 定量金融 2021-03-09 Charles-Albert Lehalle , Eyal Neuman , Segev Shlomov

The minority game (MG) model introduced recently provides promising insights into the understanding of the evolution of prices, indices and rates in the financial markets. In this paper we perform a time series analysis of the model…

数据分析、统计与概率 · 物理学 2008-12-02 Fernando F. Ferreira , Gerson Francisco , Birajara S. Machado , Paulsamy Muruganandam

We analyse the equilibrium behaviour and non-equilibrium dynamics of sparse Boolean networks with self-interactions that evolve according to synchronous Glauber dynamics. Equilibrium analysis is achieved via a novel application of the…

无序系统与神经网络 · 物理学 2022-10-19 Christian John Hurry , Alexander Mozeika , Alessia Annibale

We present a dynamical theory of a multi-agent market game, the so-called Minority Game (MG), based on crowds and anticrowds. The time-averaged version of the dynamical equations provides a quantitatively accurate, yet intuitively simple,…

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

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 discover the mechanism for the transition from self-segregation (into opposing groups) to clustering (towards cautious behaviors) in the evolutionary minority game (EMG). The mechanism is illustrated with a statistical mechanics analysis…

凝聚态物理 · 物理学 2013-05-29 Kan Chen , Bing-Hong Wang , Baosheng Yuan

We study the parallel Minority Game, where a group of agents, each having two choices, try to independently decide on a strategy such that they stay on minority between their own two choices. However, there are multiple such groups of…

物理与社会 · 物理学 2025-09-04 Ankith Reddy Vemula , Soumyajyoti Biswas

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 demonstrate that minority mechanisms arise in the dynamics of markets because of effects of price impact; accordingly the relative importance of minority and delayed majority mechanisms depends on the frequency of trading. We then use…

统计力学 · 物理学 2008-12-02 Damien Challet , Tobias Galla