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Bayesian Cellular Automata×Agent-Based Cellular Automata×
ValdkondSimulatsioonSimulatsioon
PerekondProcess / pipelineProcess / pipeline
Tekkeaasta2000s1986–1996
LoojaMultiple contributors (Bayesian calibration of CA emerged in spatial / land-use modeling literature, 2000s–2010s)Wolfram, S.; Epstein, J. M. & Axtell, R.
TüüpSimulation — probabilistic rule inferenceHybrid spatial simulation
AlgallikasHosseinali, F., Alesheikh, A. A., Nourian, F. (2013). Agent-based modeling of urban land-use development, case study: Simulating future scenarios of Qazvin city. Cities, 31, 105-113. DOI ↗Wolfram, S. (2002). A New Kind of Science. Wolfram Media, Champaign, IL. ISBN: 978-1579550080
RööpnimetusedBCA, Bayesian CA, Probabilistic Cellular Automata (Bayesian), Bayes-calibrated CAABCA, CA-ABM, Agent-CA, Hybrid Agent-Cellular Automaton
Seotud66
KokkuvõteBayesian Cellular Automata (BCA) couples the local-rule spatial dynamics of classical cellular automata with Bayesian inference to learn or calibrate transition probabilities from observed data. Rather than fixing rules by hand, the analyst encodes prior knowledge about how cells change state and updates those beliefs with empirical evidence, producing a posterior distribution over rule parameters that drives principled uncertainty-aware simulation.Agent-Based Cellular Automata (ABCA) is a hybrid simulation framework that integrates the local transition rules of cellular automata with the autonomous behavioral logic of agent-based modeling. Cells in a spatial grid both evolve according to neighborhood rules and host agents that perceive, decide, and act, enabling the study of complex spatial phenomena such as land-use change, disease spread, crowd dynamics, and ecosystem evolution.
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ScholarGateVõrdle meetodeid: Bayesian Cellular Automata · Agent-based cellular automata. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare