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 …

Heterogeneous agent models in finance

R Dieci, XZ He - Handbook of computational economics, 2018 - Elsevier
This chapter surveys the state-of-art of heterogeneous agent models (HAMs) in finance
using a jointly theoretical and empirical analysis, combined with numerical analysis from the …

[PDF][PDF] Agent-based modeling in economics and finance: Past, present, and future

RL Axtell, JD Farmer - Journal of Economic Literature, 2022 - oms-inet.files.svdcdn.com
Agent-based modeling (ABM) is a novel computational methodology for representing the
behavior of individuals in order to study social phenomena. Its use is rapidly growing in …

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 …

An interdisciplinary model for macroeconomics

AG Haldane, AE Turrell - Oxford Review of Economic Policy, 2018 - academic.oup.com
Macroeconomic modelling has been under intense scrutiny since the Great Financial Crisis,
when serious shortcomings were exposed in the methodology used to understand the …

Some stylized facts of the cryptocurrency market

W Zhang, P Wang, X Li, D Shen - Applied Economics, 2018 - Taylor & Francis
We examine the stylized facts of eight forms of cryptocurrencies representing almost 70% of
cryptocurrency market capitalization. In particular, the empirical results show that (1) there …

[HTML][HTML] Energy price shocks, conflict inflation, and income distribution in a three-sector model

R Wildauer, K Kohler, A Aboobaker, A Guschanski - Energy Economics, 2023 - Elsevier
The paper presents a model of conflict inflation to investigate the distributional effects of
energy price shocks. We argue that periods of high inflation are always periods of significant …

Modelling stock markets by multi-agent reinforcement learning

J Lussange, I Lazarevich, S Bourgeois-Gironde… - Computational …, 2021 - Springer
Quantitative finance has had a long tradition of a bottom-up approach to complex systems
inference via multi-agent systems (MAS). These statistical tools are based on modelling …

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 …