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 …
Latin hypercube sampling (LHS) is generalized in terms of a spectrum of stratified sampling (SS) designs referred to as partially stratified sample (PSS) designs. True SS and LHS are …
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 …
H Janssen - Reliability Engineering & System Safety, 2013 - Elsevier
Monte Carlo analysis has become nearly ubiquitous since its introduction, now over 65 years ago. It is an important tool in many assessments of the reliability and robustness of …
Efficient sampling strategies that scale with the size of the problem, computational budget, and users' needs are essential for various sampling-based analyses, such as sensitivity and …
FAC Viana - Quality and reliability engineering international, 2016 - Wiley Online Library
The growing power of computers enabled techniques created for design and analysis of simulations to be applied to a large spectrum of problems and to reach high level of …
Many simulation practitioners can get more from their analyses by using the statistical theory on design of experiments (DOE) developed specifically for exploring computer models. We …
FAC Viana, G Venter… - International journal for …, 2010 - Wiley Online Library
This paper presents the translational propagation algorithm, a new method for obtaining optimal or near optimal Latin hypercube designs (LHDs) without using formal optimization …
In this work we develop an agent-based model where hysteresis in major macroeconomic variables (eg, gross domestic product, productivity, unemployment) emerges out of the …