Economics with Heterogeneous Interacting Agents
Title | Economics with Heterogeneous Interacting Agents PDF eBook |
Author | Alessandro Caiani |
Publisher | Springer |
Pages | 219 |
Release | 2016-09-21 |
Genre | Business & Economics |
ISBN | 3319440586 |
This book offers a practical guide to Agent Based economic modeling, adopting a “learning by doing” approach to help the reader master the fundamental tools needed to create and analyze Agent Based models. After providing them with a basic “toolkit” for Agent Based modeling, it present and discusses didactic models of real financial and economic systems in detail. While stressing the main features and advantages of the bottom-up perspective inherent to this approach, the book also highlights the logic and practical steps that characterize the model building procedure. A detailed description of the underlying codes, developed using R and C, is also provided. In addition, each didactic model is accompanied by exercises and applications designed to promote active learning on the part of the reader. Following the same approach, the book also presents several complementary tools required for the analysis and validation of the models, such as sensitivity experiments, calibration exercises, economic network and statistical distributions analysis. By the end of the book, the reader will have gained a deeper understanding of the Agent Based methodology and be prepared to use the fundamental techniques required to start developing their own economic models. Accordingly, “Economics with Heterogeneous Interacting Agents” will be of particular interest to graduate and postgraduate students, as well as to academic institutions and lecturers interested in including an overview of the AB approach to economic modeling in their courses.
Nonlinear Dynamics and Heterogeneous Interacting Agents
Title | Nonlinear Dynamics and Heterogeneous Interacting Agents PDF eBook |
Author | Thomas Lux |
Publisher | Springer Science & Business Media |
Pages | 326 |
Release | 2006-06-06 |
Genre | Business & Economics |
ISBN | 3540272968 |
Economic application of nonlinear dynamics, microscopic agent-based modelling, and the use of artificial intelligence techniques as learning devices of boundedly rational actors are among the most exciting interdisciplinary ventures of economic theory over the past decade. This volume provides us with a most fascinating series of examples on "complexity in action" exemplifying the scope and explanatory power of these innovative approaches.
Economics with Heterogeneous Interacting Agents
Title | Economics with Heterogeneous Interacting Agents PDF eBook |
Author | Alan Kirman |
Publisher | Springer Science & Business Media |
Pages | 340 |
Release | 2012-12-06 |
Genre | Business & Economics |
ISBN | 3642564720 |
This book analyses situations in which individual agents, who might be different from each other, interact and produce behaviour on the aggregate level which does not correspond to that of the average actor. This leads to aggregate outcomes which would be impossible to explain in a more standard approach. Aggregation generates structure and, as a result, interaction and heterogeneity can be handled and we no longer have to rely on the over-simplified reduction of the behaviour of the economy to that of a "rational" individual.
Agent-Based Models in Economics
Title | Agent-Based Models in Economics PDF eBook |
Author | Domenico Delli Gatti |
Publisher | Cambridge University Press |
Pages | 261 |
Release | 2018-03-22 |
Genre | Business & Economics |
ISBN | 1108414990 |
The first step-by-step introduction to the methodology of agent-based models in economics, their mathematical and statistical analysis, and real-world applications.
Artificial Economics
Title | Artificial Economics PDF eBook |
Author | Ruben Mercado |
Publisher | Cambridge University Press |
Pages | 197 |
Release | 2021-11-04 |
Genre | Business & Economics |
ISBN | 1316517098 |
An introductory overview of the methods, models and interdisciplinary links of artificial economics. Addresses the differences between the assumptions and methods of artificial economics and those of mainstream economics. This is one of the first books to fully address, in an intuitive and conceptual form, this new way of doing economics.
Introduction to Agent-Based Economics
Title | Introduction to Agent-Based Economics PDF eBook |
Author | Mauro Gallegati |
Publisher | Academic Press |
Pages | 276 |
Release | 2017-08-03 |
Genre | Business & Economics |
ISBN | 0128039035 |
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
Behavioral Rationality and Heterogeneous Expectations in Complex Economic Systems
Title | Behavioral Rationality and Heterogeneous Expectations in Complex Economic Systems PDF eBook |
Author | Cars Hommes |
Publisher | Cambridge University Press |
Pages | 273 |
Release | 2013-01-24 |
Genre | Business & Economics |
ISBN | 110701929X |
Recognising that the economy is a complex system with boundedly rational interacting agents, applies complexity modelling to economics and finance.