Description
Introduction to Agent-Based Economics describes the principal elements of agent-based computational economics (ACE). It illustrates ACE's theoretical foundations, which are rooted in the application of the concept of complexity to the social sciences, and it depicts its growth and development from a non-linear out-of-equilibrium approach to a state-of-the-art agent-based macroeconomics. The book helps readers gain a better understanding of the limits and perspectives of the ACE models and their capacity to reproduce economic phenomena and empirical patterns.- Reviews the literature of agent-based computational economics- Analyzes approaches to agents' expectations- Covers one of the few large macroeconomic agent-based models, the Modellaccio- Illustrates both analytical and computational methodologies for producing tractable solutions of macro ACE models- Describes diffusion and amplification mechanisms- Depicts macroeconomic experiments related to ACE implementations
Table of Contents
Part 1 An Introduction to Agent-Based Computational EconomicsPart 2 Macroeconomic Agent-Based Computational Economics1. Decentralized Interacting Macroeconomic Models and the Agent Based "Modellaccio"2. AS-AD Representation of Macroeconomic Emergent Properties3. Macroeconomic ABM and DSGE Models4. Early Warning Indicator for Crises in an Agent Based Macro ModelPart 3 Macroeconomic ABM: Perspectives and Implications5. Expectation Models in Agent-Based Computational Economics 6. Experimental Economics for ABM Validation 7. Econometric Methods for Agent Based Models8. Modeling the Joint Distribution of Income and Consumption in Italy: A Copula-Based Approach with k-generalized Margins9. A Networked Economy: A Survey on the Effect of Interaction in Credit Markets
