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Agent-based models in cellular systems
Frontiers in Physics, 2023 This mini-review discusses agent-based models as modeling techniques for studying pattern formation of multi-cellular systems in biology. We introduce and compare different agent-based model frameworks with respect to spatial representation ...
Jonas Pleyer, Christian Fleck
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On learning agent-based models from data [PDF]
Scientific Reports, 2023 Agent-Based Models (ABMs) are used in several fields to study the evolution of complex systems from micro-level assumptions. However, a significant drawback of ABMs is their inability to estimate agent-specific (or “micro”) variables, which hinders their
Corrado Monti +3 more
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Simulating emergence of novelties using agent-based models [PDF]
PLoS ONE, 2023 Understanding the growth and evolution of social networks is an important area of study, as these networks form the foundation for many popular online services such as social networking sites (SNS) and online games.
Mikihiro Suda +4 more
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Efficient Bayesian inference for stochastic agent-based models. [PDF]
PLoS Computational Biology, 2022 The modelling of many real-world problems relies on computationally heavy simulations of randomly interacting individuals or agents. However, the values of the parameters that underlie the interactions between agents are typically poorly known, and hence
Andreas Christ Sølvsten Jørgensen +3 more
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Dynamic calibration of agent-based models using data assimilation [PDF]
Royal Society Open Science, 2016 A widespread approach to investigating the dynamical behaviour of complex social systems is via agent-based models (ABMs). In this paper, we describe how such models can be dynamically calibrated using the ensemble Kalman filter (EnKF), a standard method
Jonathan A. Ward +2 more
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Intra-group decision-making in agent-based models [PDF]
Scientific Reports, 2021 Many agent-based models (ABMs) try to explain large-scale phenomena by reducing them to behaviors at lower scales. At these scales in social systems are functional groups such as households, religious congregations, coops and local governments. The intra-
Allegra A. Beal Cohen +2 more
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The effects of local homogeneity assumptions in metapopulation models of infectious disease
Royal Society Open Science, 2022 Computational models of infectious disease can be broadly categorized into two types: individual-based (agent-based) or compartmental models. While there are clear conceptual distinctions between these methodologies, a fair comparison of the approaches ...
Cameron Zachreson +3 more
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Agent-based computational models [PDF]
, 2021 Published
Flache, Andreas +1 more
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Agent-based models in urban transportation: review, challenges, and opportunities
European Transport Research Review, 2023 Objective This paper aims to provide a comprehensive overview of the current state of agent-based models, focusing specifically on their application in urban transportation research.
Faza Fawzan Bastarianto +3 more
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Agent Based Models in Power Systems
U.Porto Journal of Engineering, 2021 In the last two decades, power systems have experienced several changes, mainly related to organizational and operational restructuring. The appearance of new actors contributes to developing new business models and modifies its traditional operation ...
António Ferreira dos Santos +1 more
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