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Economics with heterogeneous interacting agents : a practical guide to agent-based modeling / / edited by Alessandro Caiani, Alberto Russo, Antonio Palestrini, Mauro Gallegati



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Titolo: Economics with heterogeneous interacting agents : a practical guide to agent-based modeling / / edited by Alessandro Caiani, Alberto Russo, Antonio Palestrini, Mauro Gallegati Visualizza cluster
Pubblicazione: Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016
Edizione: 1st ed. 2016.
Descrizione fisica: 1 online resource (XVIII, 205 p. 50 illus., 6 illus. in color.)
Disciplina: 330.015195
Soggetto topico: Macroeconomics
Microeconomics
Computer simulation
Application software
Macroeconomics/Monetary Economics//Financial Economics
Simulation and Modeling
Computer Appl. in Social and Behavioral Sciences
Persona (resp. second.): CaianiAlessandro
RussoAlberto
PalestriniAntonio
GallegatiMauro
Nota di bibliografia: Includes bibliographical references and index.
Nota di contenuto: 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.
Sommario/riassunto: 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.
Titolo autorizzato: Economics with heterogeneous interacting agents  Visualizza cluster
ISBN: 3-319-44058-6
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910254875103321
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Serie: New Economic Windows, . 2039-411X