Economics with Heterogeneous Interacting Agents: A Practical Guide to Agent-Based Modeling: New Economic Windows
Editat de Alessandro Caiani, Alberto Russo, Antonio Palestrini, Mauro Gallegatien Limba Engleză Hardback – 30 sep 2016
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.
Toate formatele și edițiile | Preț | Express |
---|---|---|
Paperback (1) | 708.60 lei 6-8 săpt. | |
Springer International Publishing – 22 apr 2018 | 708.60 lei 6-8 săpt. | |
Hardback (1) | 714.46 lei 6-8 săpt. | |
Springer International Publishing – 30 sep 2016 | 714.46 lei 6-8 săpt. |
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Specificații
ISBN-13: 9783319440569
ISBN-10: 331944056X
Pagini: 268
Ilustrații: XVIII, 205 p. 50 illus., 6 illus. in color.
Dimensiuni: 155 x 235 x 14 mm
Greutate: 0.49 kg
Ediția:1st ed. 2016
Editura: Springer International Publishing
Colecția Springer
Seria New Economic Windows
Locul publicării:Cham, Switzerland
ISBN-10: 331944056X
Pagini: 268
Ilustrații: XVIII, 205 p. 50 illus., 6 illus. in color.
Dimensiuni: 155 x 235 x 14 mm
Greutate: 0.49 kg
Ediția:1st ed. 2016
Editura: Springer International Publishing
Colecția Springer
Seria New Economic Windows
Locul publicării:Cham, Switzerland
Cuprins
Part I Introduction to Agent Based Economics (Editors).- A brief historical and theoretical overview of the methodology.- From the micro to the macro.- Part II Getting started: The logical structure of an AB model.- Thinking agents and their behaviors.- Thinking market structures.- Defining the timing of the simulation model.- Part III Implementing the model.- A simple model of business fluctuations with heterogeneous interacting agents and credit networks.- Modeling financial markets in an agent-based framework.- Part IV Analyzing and validating the model.- Validation and calibration.- Scenario and policy analysis.- Economic networks analysis.- Testing micro heuristics in the lab.- Appendix/Website: Source codes of the applications presented.
Recenzii
“The book is constructed and written in a clear manner. It provides a proper literature review on the ABM literature and on traditional economics. … The book is intended for graduate and Ph.D. students.” (Wei-Bin Zhang, Journal of Economic Interaction and Coordination, Vol. 13, 2018)
Notă biografică
Mauro Gallegati is Professor of Economics at the Polytechnic University of Marche (Ancona, Italy). His research includes business fluctuations, nonlinear dynamics, models of financial fragility, and heterogeneous interacting agents. He has published books and many papers in leading journals in the fields of economics, economic history and history of economic analysis, nonlinear mathematics, applied economics, complexity, and econophysics. He has been involved in several international research projects since 2004.
Textul de pe ultima copertă
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.
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.
Caracteristici
Helps newcomers to master the required techniques without previous knowledge of the literature Provides lecturers with a compendium of the materials needed to teach a graduate or doctoral course Features all of the requisite complementary materials, including the source codes and software libraries used Exercises and applications promote readers’ active learning Fosters a more pluralistic view of the study of Economics Includes supplementary material: sn.pub/extras