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エージェントベース感応度分析(ABSA)×Agent-Based Modeling (ABM)×
分野シミュレーションシミュレーション
系統Process / pipelineProcess / pipeline
提唱年2000s–2010s1970s–1990s (formalized as a field)
提唱者Adapted from global sensitivity analysis (Saltelli et al.) for agent-based modelsThomas Schelling and Robert Axelrod (foundational contributions, 1970s–1990s)
種類Simulation-based sensitivity analysisComputational simulation method
原典Saltelli, A., Tarantola, S., Campolongo, F., & Ratto, M. (2004). Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models. John Wiley & Sons. ISBN: 9780470870938Axelrod, R. (1997). The Complexity of Cooperation: Agent-Based Models of Competition and Collaboration. Princeton University Press. DOI ↗
別名ABM sensitivity analysis, ABSA, SA for ABMs, agent-based model sensitivity testingABM, Ajan Tabanlı Modelleme (ABM), multi-agent simulation, individual-based modeling
関連35
概要Agent-based sensitivity analysis (ABSA) applies sensitivity analysis techniques to agent-based models (ABMs) to determine which input parameters most strongly influence emergent outputs. Because ABMs are stochastic and nonlinear, standard analytical derivatives are unavailable; ABSA uses designed simulation experiments — screening methods, variance-based indices, or regression-based surrogates — to rank parameter importance and guide model calibration and validation.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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ScholarGate手法を比較: Agent-based sensitivity analysis · Agent-Based Modeling. 2026-06-15に以下より取得 https://scholargate.app/ja/compare