Simple or complicated agent-based models? A complicated issue

Z Sun, I Lorscheid, JD Millington, S Lauf… - … Modelling & Software, 2016 - Elsevier
Agent-based models (ABMs) are increasingly recognized as valuable tools in modelling
human-environmental systems, but challenges and critics remain. One pressing challenge …

A review of agent based modeling for agricultural policy evaluation

D Kremmydas, IN Athanasiadis, S Rozakis - Agricultural systems, 2018 - Elsevier
Farm level scale policy analysis is receiving increased attention due to a changing
agricultural policy orientation. Agent based models (ABM) are farm level models that have …

[HTML][HTML] The future of sensitivity analysis: an essential discipline for systems modeling and policy support

S Razavi, A Jakeman, A Saltelli, C Prieur… - … Modelling & Software, 2021 - Elsevier
Sensitivity analysis (SA) is en route to becoming an integral part of mathematical modeling.
The tremendous potential benefits of SA are, however, yet to be fully realized, both for …

Eight grand challenges in socio-environmental systems modeling

S Elsawah, T Filatova, AJ Jakeman… - Socio-Environmental …, 2020 - research.utwente.nl
Modeling is essential to characterize and explore complex societal and environmental
issues in systematic and collaborative ways. Socio-environmental systems (SES) modeling …

Agent-based model calibration using machine learning surrogates

F Lamperti, A Roventini, A Sani - Journal of Economic Dynamics and …, 2018 - Elsevier
Efficiently calibrating agent-based models (ABMs) to real data is an open challenge. This
paper explicitly tackles parameter space exploration and calibration of ABMs by combining …

Validation of agent-based models in economics and finance

G Fagiolo, M Guerini, F Lamperti, A Moneta… - Computer simulation …, 2019 - Springer
Since the survey by Windrum et al.(Journal of Artificial Societies and Social Simulation 10: 8,
2007), research on empirical validation of agent-based models in economics has made …

[图书][B] Agent-based models

N Gilbert - 2019 - books.google.com
Agent-based simulation has become increasingly popular as a modeling approach in the
social sciences because it enables researchers to build models where individual entities …

[HTML][HTML] Agent-based modelling of social-ecological systems: achievements, challenges, and a way forward

J Schulze, B Müller, J Groeneveld… - Journal of Artificial …, 2017 - jasss.soc.surrey.ac.uk
Understanding social-ecological systems (SES) is crucial to supporting the sustainable
management of resources. Agent-based modelling is a valuable tool to achieve this …

Applications of agent-based modelling and simulation in the agri-food supply chains

DS Utomo, BS Onggo, S Eldridge - European Journal of Operational …, 2018 - Elsevier
Agri-food supply chains (ASC) are an important application domain for Operational
Research/Management Science. In particular, the use of agent-based simulation (ABS) has …

Representation of decision-making in European agricultural agent-based models

R Huber, M Bakker, A Balmann, T Berger, M Bithell… - Agricultural systems, 2018 - Elsevier
The use of agent-based modelling approaches in ex-post and ex-ante evaluations of
agricultural policies has been progressively increasing over the last few years. There are …