Economics with Heterogeneous Interacting Agents
A Practical Guide to Agent-Based Modeling
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Beschreibung
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.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.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
Autor*in
Alessandro Caiani
Themen in »Economics with Heterogeneous Interacting Agents«
Agent-based Economics Business Fluctuations Economic Networks Analysis Financial Market Modeling Modeling Financial Markets Non-Walrasian Tradition
Stimmen zu »Economics with Heterogeneous Interacting Agents«
“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)
“This volume provides an excellent, hands-on introduction to agent-based modeling in macroeconomics and finance. … it strikes a good balance between parsimony and detailed instruction. By working with this text and its online code, a student or scholar can ramp up fairly quickly to running his/her own computational experiments in R or C. … In summary, this is a highly valuable contribution.” (Christophre Georges, Journal ofEconomic Literature, Vol. 55 (2), June, 2017)
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