Agent-based macroeconomics

H Dawid, DD Gatti - Handbook of computational economics, 2018 - Elsevier
This chapter surveys work dedicated to macroeconomic analysis using an agent-based
modeling approach. After a short review of the origins and general characteristics of this …

Complexity and the economics of climate change: a survey and a look forward

T Balint, F Lamperti, A Mandel, M Napoletano… - Ecological …, 2017 - Elsevier
Climate change is one of the most daunting challenges human kind has ever faced. In the
paper, we provide a survey of the micro and macro economics of climate change from a …

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 …

Macroeconomic policy in DSGE and agent-based models redux: New developments and challenges ahead

G Fagiolo, A Roventini - Available at SSRN 2763735, 2016 - papers.ssrn.com
Abstract The Great Recession seems to be a natural experiment for economic analysis, in
that it has shown the inadequacy of the predominant theoretical framework-the New …

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 …

More is different... and complex! the case for agent-based macroeconomics

G Dosi, A Roventini - Journal of Evolutionary Economics, 2019 - Springer
This work nests the Agent-Based macroeconomic perspective into the earlier history of
macroeconomics. We discuss how the discipline in the 70's took a perverse path relying on …

Future developments in geographical agent‐based models: Challenges and opportunities

A Heppenstall, A Crooks, N Malleson… - Geographical …, 2021 - Wiley Online Library
Despite reaching a point of acceptance as a research tool across the geographical and
social sciences, there remain significant methodological challenges for agent‐based …

[HTML][HTML] How to keep it adequate: A protocol for ensuring validity in agent-based simulation

C Troost, R Huber, AR Bell, H van Delden… - … Modelling & Software, 2023 - Elsevier
There has so far been no shared understanding of validity in agent-based simulation. We
here conceptualise validation as systematically substantiating the premises on which …

Advances in the agent-based modeling of economic and social behavior

M Steinbacher, M Raddant, F Karimi… - SN Business & …, 2021 - Springer
In this review we discuss advances in the agent-based modeling of economic and social
systems. We show the state of the art of the heuristic design of agents and how behavioral …

A comparison of economic agent-based model calibration methods

D Platt - Journal of Economic Dynamics and Control, 2020 - Elsevier
Despite significant expansion in recent years, the literature on quantitative and data-driven
approaches to economic agent-based model validation and calibration consists primarily of …