Self-organized Networks of Competing Boolean Agents

Abstract

A model of Boolean agents competing in a market is presented where each agent bases his action on information obtained from a small group of other agents. The agents play a competitive game that rewards those in the minority. After a long time interval, the poorest player's strategy is changed randomly, and the process is repeated. Eventually the network evolves to a stationary but intermittent state where random mutation of the worst strategy can change the behavior of the entire network, often causing a switch in the dynamics between attractors of vastly different lengths.

4 pages, 3 included figures. Some text revision and one new figure added. To appear in PRL

Cited by in corpus (49)

• Adaptive Coevolutionary Networks: A Review
• Topological Evolution of Dynamical Networks: Global Criticality from Local Dynamics
• Modeling complex systems with adaptive networks
• Competition in Social Networks: Emergence of a Scale-free Leadership Structure and Collective Efficiency
• The dynamics of critical Kauffman networks under asynchronous stochastic update
• Complex Networks
• The Cavity Approach to Parallel Dynamics of Ising Spins on a Graph
• Emergent Criticality from Co-evolution in Random Boolean Networks
• Evolution of Canalizing Boolean Networks
• Self-organized Boolean game on networks
• Patterns of cooperation: fairness and coordination in networks of interacting agents
• Theoretical Results for Sandpile Models of SOC with Multiple Topplings
• Adaptive Boolean Networks and Minority Games with Time--Dependent Capacities
• A Novel Antifragility Measure Based on Satisfaction and Its Application to Random and Biological Boolean Networks
• Artificial intelligence meets minority game: toward optimal resource allocation
• Experiments on autonomous Boolean networks
• Time-Scale and Noise Optimality in Self-Organized Critical Adaptive Networks
• Critical Kauffman networks under deterministic asynchronous update
• Universal structural estimator and dynamics approximator for complex networks
• The Minority Game with interactions
• Harms and benefits from social imitation
• Social organization in the Minority Game model
• Self-Organized Critical Random Boolean Networks
• Kauffman networks with threshold functions
• Minority Game With Peer Pressure
• Evolution of a population of random Boolean networks
• Dynamical spin-glass-like behavior in an evolutionary game
• Optimal Stabilization of Boolean Networks through Collective Influence
• Self-organization in populations of competing agents
• Emergence of Distributed Coordination in the Kolkata Paise Restaurant Problem with Finite Information
• Attractor and Basin Entropies of Random Boolean Networks Under Asynchronous Stochastic Update
• The Emergence of Leadership in Social Networks
• A Multilayer Structure Facilitates the Production of Antifragile Systems in Boolean Network Models
• Boolean Game on Scale-free Networks
• Emergence of Hierarchy on a Network of Complementary Agents
• Optimal coordination of resources: A solution from reinforcement learning
• Random sampling vs. exact enumeration of attractors in random Boolean networks
• Symmetry in Critical Random Boolean Network Dynamics
• Order and disorder in the Local Evolutionary Minority Game
• Co-evolution of nodes and links: diversity driven coexistence in cyclic competition of three species
• Life in the Stockmarket - a Realistic Model for Trading
• Canalization in the Critical States of Highly Connected Networks of Competing Boolean Nodes
• Need, Greed and Noise: Competing Strategies in a Trading Model
• Statistical Mechanics of Dilute Batch Minority Games with Random External Information
• Darwinian Selection and Non-existence of Nash Equilibria
• Avalanches, branching ratios, and clustering of attractors in Random Boolean Networks and in the segment polarity network of \emph{Drosophila}
• Emergence of grouping in multi-resource minority game dynamics
• Multiscale Dynamics of an Adaptive Catalytic Network
• Controlling herding in minority game systems