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Bayesian Agent-Based Modeling×Agent-põhine modelleerimine (ABM)×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta2000s–2010s1970s–1990s (formalized as a field)
LoojaSunnaker et al. / Grazzini & Richiardi (among key contributors)Thomas Schelling and Robert Axelrod (foundational contributions, 1970s–1990s)
TüüpSimulation calibration and inference frameworkComputational simulation method
AlgallikasSunnaker, M., Busetto, A. G., Numminen, E., Corander, J., Foll, M., Dessimoz, C. (2013). Approximate Bayesian Computation. PLOS Computational Biology, 9(1), e1002803. DOI ↗Axelrod, R. (1997). The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration. Princeton University Press. DOI ↗
RööpnimetusedBayesian ABM, ABC-ABM, Bayesian Calibration of ABM, Bayesian Agent SimulationABM, Ajan Tabanlı Modelleme (ABM), multi-agent simulation, individual-based modeling
Seotud55
KokkuvõteBayesian Agent-Based Modeling integrates Bayesian statistical inference with agent-based simulation to calibrate model parameters and quantify uncertainty. Rather than fixing agent rules and parameters by assumption, this approach treats unknown parameters as probability distributions and updates them systematically against observed data, yielding a full posterior over plausible model configurations.Agent-based modeling (ABM) is a computational simulation method, formalized through the work of Thomas Schelling and Robert Axelrod in the 1970s–1990s, that simulates the behavior of complex systems by specifying and running autonomous agents — individuals, firms, cells, or any bounded entity — whose local interactions with each other and with their environment collectively produce global, system-level patterns that could not be predicted from any single agent's rules alone.
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ScholarGateVõrdle meetodeid: Bayesian Agent-Based Modeling · Agent-Based Modeling. Loetud 2026-06-15 aadressilt https://scholargate.app/et/compare