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 …
making rules. The most prominent behavioural theories used as decision rules are the …
Advances in the agent-based modeling of economic and social behavior
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 …
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
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 …
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
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 …
that it has shown the inadequacy of the predominant theoretical framework-the New …
Agent-based model calibration using machine learning surrogates
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 …
paper explicitly tackles parameter space exploration and calibration of ABMs by combining …
Validation of agent-based models in economics and finance
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 …
2007), research on empirical validation of agent-based models in economics has made …
More is different... and complex! the case for agent-based macroeconomics
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 …
macroeconomics. We discuss how the discipline in the 70's took a perverse path relying on …
Bayesian estimation of agent-based models
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) …
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
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 …
here conceptualise validation as systematically substantiating the premises on which …
A method for agent-based models validation
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 …
artificial time series data comparable with real-world data. The approach is based on …