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The problem of multi-agent learning and adaptation has attracted a great deal of attention in recent years. It has been suggested that the dynamics of multi agent learning can be studied using replicator equations from population biology.…

机器学习 · 计算机科学 2011-09-26 Aram Galstyan

We propose a simple model of network co-evolution in a game-dynamical system of interacting agents that play repeated games with their neighbors, and adapt their behaviors and network links based on the outcome of those games. The…

计算机科学与博弈论 · 计算机科学 2011-07-28 Aram Galstyan , Ardeshir Kianercy , Armen Allahverdyan

Evolutionary game theory combines game theory and dynamical systems and is customarily adopted to describe evolutionary dynamics in multi-agent systems. In particular, it has been proven to be a successful tool to describe multi-agent…

计算机科学与博弈论 · 计算机科学 2013-04-05 Nicola Gatti , Fabio Panozzo , Marcello Restelli

Simulation of population dynamics is a central research theme in computational biology, which contributes to understanding the interactions between predators and preys. Conventional mathematical tools of this theme, however, are incapable…

多智能体系统 · 计算机科学 2020-02-11 Jun Yamada , John Shawe-Taylor , Zafeirios Fountas

This chapter is an overview of foundational results in the mathematical theory of replicator systems. Its primary aim is to provide a unified framework for the mathematical formalisation of evolutionary processes in the spirit of…

种群与进化 · 定量生物学 2026-04-08 A. S. Bratus , S. Drozhzhin , T. Yakushkina

We study the multi-species replicator model with linear fitness and random fitness matrices of various classes. By means of numerical resolution of the replicator equations, we determine the survival probability of a species in terms of its…

适应与自组织系统 · 物理学 2007-05-23 Sebastian Bouzat , Damian Zanette

Starting with a group of reinforcement-learning agents we derive coupled replicator equations that describe the dynamics of collective learning in multiagent systems. We show that, although agents model their environment in a…

适应与自组织系统 · 物理学 2009-11-07 Yuzuru Sato , James P. Crutchfield

A reaction--diffusion replicator equation is studied. A novel method to apply the principle of global regulation is used to write down the model with explicit spatial structure. Properties of stationary solutions together with their…

种群与进化 · 定量生物学 2013-08-28 Artem S. Novozhilov , Vladimir P. Posvyanskii , Alexander S. Bratus

The replicator equation is one of the fundamental tools to study evolutionary dynamics in well-mixed populations. This paper contributes to the literature on evolutionary graph theory, providing a version of the replicator equation for a…

种群与进化 · 定量生物学 2019-01-09 Daniele Cassese

We propose quantization relationships which would let us describe and solution problems originated by conflicting or cooperative behaviors among the members of a system from the point of view of quantum mechanical interactions. The quantum…

量子物理 · 物理学 2016-12-12 Esteban Guevara Hidalgo

We analyze from basic physical considerations the Darwinian competition for reproduction (evolutionary dynamics) of strategists in a Public Goods Game, the archetype for $n$-agent (group) economical and biological interactions. In the…

物理与社会 · 物理学 2019-11-27 Emmanuel Artiges , Carlos Gracia-Lazaro , Luis Mario Floria , Yamir Moreno

In a previous paper [3] we have studied flows defined on polytopes, presenting a new method to encapsulate its asymptotic dynamics along the edge-vertex heteroclinic network. These results apply to the class of polymatrix replicator…

动力系统 · 数学 2021-10-15 Hassan Najafi Alishah , Pedro Duarte , Telmo Peixe

In this paper we address a class of replicator dynamics, referred as polymatrix replicators, that contains well known classes of evolutionary game dynamics, such as the symmetric and asymmetric (or bimatrix) replicator equations, and some…

动力系统 · 数学 2016-05-10 Hassan Najafi Alishah , Pedro Duarte , Telmo Peixe

A system of replicators with Hebbian random couplings is studied using dynamical methods. The self-reproducing species are here characterized by a set of binary traits and interact based on complementarity. In the case of an extensive…

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

The paper contains the attempt to integration of the classical evolutionary game theory based on replicator dynamics and the state based approach of Houston and Mcnamara. In the new approach, individuals have different heritable strategies,…

种群与进化 · 定量生物学 2019-12-03 Krzysztof Argasinski , Ryszard Rudnicki

Global dynamical behaviors of the competitive Lotka-Volterra system even in 3-dimension are not fully understood. The Lyapunov function can provide us such knowledge once it is constructed. In this paper, we construct explicitly the…

种群与进化 · 定量生物学 2014-03-26 Ying Tang , Ruoshi Yuan , Yian Ma

The persistence theory has been employed by several authors in order to study persistence properties of dynamical systems generated by ordinary differential equations or maps across diverse disciplines. In this note, the author discusses a…

动力系统 · 数学 2025-09-09 N. Pant

We introduce an algorithm to find possible constants of motion for a given replicator equation. The algorithm is inspired by Dirac geometry and a Hamiltonian description for the replicator equations with such constants of motion, up to a…

动力系统 · 数学 2020-04-07 Hassan Najafi Alishah

We consider the general properties of the quasispecies dynamical system from the standpoint of its evolution and stability. Vector field analysis as well as spectral properties of such system has been studied. Mathematical modelling of the…

凝聚态物理 · 物理学 2007-05-23 V. V. Gafiychuk , A. K. Prykarpatsky

A general method to determine covariant Lyapunov vectors in both discrete- and continuous-time dynamical systems is introduced. This allows to address fundamental questions such as the degree of hyperbolicity, which can be quantified in…

混沌动力学 · 物理学 2009-11-13 F. Ginelli , P. Poggi , A. Turchi , H. Chaté , R. Livi , A. Politi
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