Individual Behavior, Emergent Dynamics and Exploratory Science
|
| Social Science Research Agent-based simulations differ from analytical models in that aggregate dynamics emerge from the behavior of individual agents rather than being specified in the parameters of the model. The process of creating an agent-based simulation involves programing the 'minds' of individual decision makers, including the input conditions, information processing rules and behavioral outputs. This kind of approach can be useful for Psychologists, Biologists, Sociologists and others interested in formal modeling of cognition, decision making, social interaction and the effects of these processes on aggregate level outcomes. Agent-based Simulations can also be used to model the interacting components of a single system from a distributed engineering perspective. Exploratory Science Exploratory approaches to science can generate new, important findings and can create massive shifts in theoretical approaches to phenomena. However, exploratory research on natural phenomena can be prohibitively costly in many disciplines. The development and exploration of agent-based models provide a partial solution, allowing for inexpensive exploratory tool. Because agent-based models require a formal specification of assumptions, they can also serve as a valuable companion to the scientist seeking to clearly and concisely articulate the important components of a theory or formal approach. Lastly, agent-based simulations provide a computationally powerful scaffold for 'thought experiments' about natural phenomena.
Agent-Based Modeling Resources NetLogo SWARM Other Tools for Agent-Based Modeling Agent-Based Simulation Course Agent-Based Models, by Nigel Gilbert Open Agent Based Modeling Consortium International Society for Artificial Life
Computational Social Science Resources Center for Social Dynamics and Complexity, Arizona State Northwestern Institute on Complex Systems (NICO) Center for Research in Social Simulation, University of Surry Center for Human Complex Systems, UCLA Center for Social Complexity, George Mason |