Decision-making in agent-based models of migration: State of the art and challenges

A Klabunde, F Willekens - European Journal of Population, 2016 - Springer
We review agent-based models (ABM) of human migration with respect to their decision-
making rules. The most prominent behavioural theories used as decision rules are the …

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 …

The complexities of agent-based modeling output analysis

JS Lee, T Filatova, A Ligmann-Zielinska… - Journal of Artificial …, 2015 - econstor.eu
The proliferation of agent-based models (ABMs) in recent decades has motivated model
practitioners to improve the transparency, replicability, and trust in results derived from …

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 …

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 …

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 …

Bayesian estimation of agent-based models

J Grazzini, MG Richiardi, M Tsionas - Journal of Economic Dynamics and …, 2017 - Elsevier
We consider Bayesian inference techniques for agent-based (AB) models, as an alternative
to simulated minimum distance (SMD). Three computationally heavy steps are involved:(i) …

[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 …

A method for agent-based models validation

M Guerini, A Moneta - Journal of Economic Dynamics and Control, 2017 - Elsevier
This paper proposes a new method to empirically validate simulation models that generate
artificial time series data comparable with real-world data. The approach is based on …