Computational Economics Heterogeneous Agent Modeling

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Heterogeneous Agent Modeling

Cars Hommes,Blake LeBaron
Heterogeneous Agent Modeling Book PDF

Author : Cars Hommes,Blake LeBaron
Publisher : Elsevier
Page : 834 pages
File Size : 53,5 Mb
Release : 2018-06-27
Category : Business & Economics
ISBN : 9780444641328

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Heterogeneous Agent Modeling by Cars Hommes,Blake LeBaron Pdf

Handbook of Computational Economics: Heterogeneous Agent Modeling, Volume Four, focuses on heterogeneous agent models, emphasizing recent advances in macroeconomics (including DSGE), finance, empirical validation and experiments, networks and related applications. Capturing the advances made since the publication of Volume Two (Tesfatsion & Judd, 2006), it provides high-level literature with sections devoted to Macroeconomics, Finance, Empirical Validation and Experiments, Networks, and other applications, including Innovation Diffusion in Heterogeneous Populations, Market Design and Electricity Markets, and a final section on Perspectives on Heterogeneity. Helps readers fully understand the dynamic properties of realistically rendered economic systems Emphasizes detailed specifications of structural conditions, institutional arrangements and behavioral dispositions Provides broad assessments that can lead researchers to recognize new synergies and opportunities

Computational Economics

Cars Hommes,Blake LeBaron
Computational Economics Book PDF

Author : Cars Hommes,Blake LeBaron
Publisher : Unknown
Page : 834 pages
File Size : 46,9 Mb
Release : 2018
Category : Business enterprises
ISBN : OCLC:1099552561

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Computational Economics by Cars Hommes,Blake LeBaron Pdf

Handbook of Computational Economics: Heterogeneous Agent Modeling, Volume Four, focuses on heterogeneous agent models, emphasizing recent advances in macroeconomics (including DSGE), finance, empirical validation and experiments, networks and related applications. Capturing the advances made since the publication of Volume Two (Tesfatsion & Judd, 2006), it provides high-level literature with sections devoted to Macroeconomics, Finance, Empirical Validation and Experiments, Networks, and other applications, including Innovation Diffusion in Heterogeneous Populations, Market Design and Electricity Markets, and a final section on Perspectives on Heterogeneity. Helps readers fully understand the dynamic properties of realistically rendered economic systems Emphasizes detailed specifications of structural conditions, institutional arrangements and behavioral dispositions Provides broad assessments that can lead researchers to recognize new synergies and opportunities.

Computational Economics: Heterogeneous Agent Modeling

Cars Hommes,Blake LeBaron
Computational Economics Heterogeneous Agent Modeling Book PDF

Author : Cars Hommes,Blake LeBaron
Publisher : North Holland
Page : 0 pages
File Size : 55,9 Mb
Release : 2018-06-19
Category : Business & Economics
ISBN : 0444641319

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Computational Economics: Heterogeneous Agent Modeling by Cars Hommes,Blake LeBaron Pdf

Handbook of Computational Economics: Heterogeneous Agent Modeling, Volume Four, focuses on heterogeneous agent models, emphasizing recent advances in macroeconomics (including DSGE), finance, empirical validation and experiments, networks and related applications. Capturing the advances made since the publication of Volume Two (Tesfatsion & Judd, 2006), it provides high-level literature with sections devoted to Macroeconomics, Finance, Empirical Validation and Experiments, Networks, and other applications, including Innovation Diffusion in Heterogeneous Populations, Market Design and Electricity Markets, and a final section on Perspectives on Heterogeneity.

Economics with Heterogeneous Interacting Agents

Alessandro Caiani,Alberto Russo,Antonio Palestrini,Mauro Gallegati
Economics with Heterogeneous Interacting Agents Book PDF

Author : Alessandro Caiani,Alberto Russo,Antonio Palestrini,Mauro Gallegati
Publisher : Springer
Page : 205 pages
File Size : 54,7 Mb
Release : 2016-09-21
Category : Business & Economics
ISBN : 9783319440583

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Economics with Heterogeneous Interacting Agents by Alessandro Caiani,Alberto Russo,Antonio Palestrini,Mauro Gallegati Pdf

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.

Agent-Based Computational Economics Using NetLogo

Romulus-Catalin Damaceanu
Agent Based Computational Economics Using NetLogo Book PDF

Author : Romulus-Catalin Damaceanu
Publisher : Bentham Science Publishers
Page : 157 pages
File Size : 51,9 Mb
Release : 2013-02-01
Category : Computers
ISBN : 9781608054893

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Agent-Based Computational Economics Using NetLogo by Romulus-Catalin Damaceanu Pdf

Agent-based Computational Economics using NetLogo explores how researchers can create, use and implement multi-agent computational models in Economics by using NetLogo software platform. Problems of economic science can be solved using multi-agent modelling (MAM). This technique uses a computer model to simulate the actions and interactions of autonomous entities in a network, in order to analyze the effects on the entire economic system. MAM combines elements of game theory, complex systems, emergence and evolutionary programming. The Monte Carlo method is also used in this e-book to introduce random elements. The 11 models presented in this text simulate the simultaneous operations of several agents in an attempt to recreate and predict complex economic phenomena. This e-book explains the topic in a systematic manner, starting with an introduction for readers followed subsequently by methodology and implementation using NetLogo. The volume ends with conclusions based on the results of the experiments presented. The e-book is intended as a concise and vital resource for economists, applied mathematicians, social sciences scientists, systems analysts, operations researchers and numerical analysts

Handbook of Computational Economics

Leigh Tesfatsion,Kenneth L. Judd
Handbook of Computational Economics Book PDF

Author : Leigh Tesfatsion,Kenneth L. Judd
Publisher : Elsevier
Page : 905 pages
File Size : 40,7 Mb
Release : 2006-05-15
Category : Business & Economics
ISBN : 9780080459875

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Handbook of Computational Economics by Leigh Tesfatsion,Kenneth L. Judd Pdf

The explosive growth in computational power over the past several decades offers new tools and opportunities for economists. This handbook volume surveys recent research on Agent-based Computational Economics (ACE), the computational study of economic processes modeled as dynamic systems of interacting agents. Empirical referents for "agents" in ACE models can range from individuals or social groups with learning capabilities to physical world features with no cognitive function. Topics covered include: learning; empirical validation; network economics; social dynamics; financial markets; innovation and technological change; organizations; market design; automated markets and trading agents; political economy; social-ecological systems; computational laboratory development; and general methodological issues. *Every volume contains contributions from leading researchers *Each Handbook presents an accurate, self-contained survey of a particular topic *The series provides comprehensive and accessible surveys

Agent-Based Models in Economics

Domenico Delli Gatti,Giorgio Fagiolo,Mauro Gallegati,Alberto Russo
Agent Based Models in Economics Book PDF

Author : Domenico Delli Gatti,Giorgio Fagiolo,Mauro Gallegati,Alberto Russo
Publisher : Cambridge University Press
Page : 261 pages
File Size : 40,6 Mb
Release : 2018-03-22
Category : Business & Economics
ISBN : 9781108414999

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Agent-Based Models in Economics by Domenico Delli Gatti,Giorgio Fagiolo,Mauro Gallegati,Alberto Russo Pdf

The first step-by-step introduction to the methodology of agent-based models in economics, their mathematical and statistical analysis, and real-world applications.

Handbook of Computational Economics

Karl Schmedders,Kenneth L. Judd
Handbook of Computational Economics Book PDF

Author : Karl Schmedders,Kenneth L. Judd
Publisher : Newnes
Page : 680 pages
File Size : 43,6 Mb
Release : 2013-12-31
Category : Business & Economics
ISBN : 9780080931784

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Handbook of Computational Economics by Karl Schmedders,Kenneth L. Judd Pdf

Handbook of Computational Economics summarizes recent advances in economic thought, revealing some of the potential offered by modern computational methods. With computational power increasing in hardware and algorithms, many economists are closing the gap between economic practice and the frontiers of computational mathematics. In their efforts to accelerate the incorporation of computational power into mainstream research, contributors to this volume update the improvements in algorithms that have sharpened econometric tools, solution methods for dynamic optimization and equilibrium models, and applications to public finance, macroeconomics, and auctions. They also cover the switch to massive parallelism in the creation of more powerful computers, with advances in the development of high-power and high-throughput computing. Much more can be done to expand the value of computational modeling in economics. In conjunction with volume one (1996) and volume two (2006), this volume offers a remarkable picture of the recent development of economics as a science as well as an exciting preview of its future potential. Samples different styles and approaches, reflecting the breadth of computational economics as practiced today Focuses on problems with few well-developed solutions in the literature of other disciplines Emphasizes the potential for increasing the value of computational modeling in economics

Complex Systems Modeling and Simulation in Economics and Finance

Shu-Heng Chen,Ying-Fang Kao,Ragupathy Venkatachalam,Ye-Rong Du
Complex Systems Modeling and Simulation in Economics and Finance Book PDF

Author : Shu-Heng Chen,Ying-Fang Kao,Ragupathy Venkatachalam,Ye-Rong Du
Publisher : Springer
Page : 307 pages
File Size : 47,9 Mb
Release : 2018-11-20
Category : Business & Economics
ISBN : 9783319996240

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Complex Systems Modeling and Simulation in Economics and Finance by Shu-Heng Chen,Ying-Fang Kao,Ragupathy Venkatachalam,Ye-Rong Du Pdf

This title brings together frontier research on complex economic systems, heterogeneous interacting agents, bounded rationality, and nonlinear dynamics in economics. The book contains the proceedings of the CEF2015 (21st Computing in Economics in Finance), held 20-22 June 2015 in Taipei, Taiwan, and addresses some of the important driving forces for various emergent properties in economies, when viewed as complex systems. The breakthroughs reported in this book are a result of an interdisciplinary approach and simulation remains the unifying theme for these papers as they deal with a wide range of topics in economics. The text is a valuable addition to the efforts in promoting the complex systems view in economic science. The computational experiments reported in the book are both transparent and replicable. Complex System Modeling and Simulation in Economics and Finance is useful for graduate courses of complex systems, with particular focus on economics and finance. At the same time it serves as a good overview for researchers who are interested in the topic.

Complex Agent-Based Models

Mauro Gallegati
Complex Agent Based Models Book PDF

Author : Mauro Gallegati
Publisher : Springer
Page : 80 pages
File Size : 40,8 Mb
Release : 2018-09-19
Category : Business & Economics
ISBN : 9783319938585

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Complex Agent-Based Models by Mauro Gallegati Pdf

This book offers a thorough introduction to the highly promising complex agent-based approach to economics, in which agent-based models (ABMs) are used to represent economic systems as complex and evolving systems composed of heterogeneous agents of limited rationality who interact with each other, generating the system’s emergent properties in the process. This approach represents a response to the limitations of the dominant theory in economics, which does not consider the possibility of a major crisis, and to the inability of dynamic stochastic general equilibrium theory to generate empirically falsifiable propositions. In the new perspective, the focus is on identifying the elements of instability rather than the triggering event. As the theory of complexity demonstrates, the interactions of heterogeneous agents produce non-linearity: this puts an end to the age of certainties. With ABMs, the methodology is “from the bottom up”. The individual parameters and their distribution are estimated, and then evaluated to verify whether aggregate regularities emerge on the whole. In short, not only micro, but also meso and macro empirical validation are employed. Moreover, it shows that the mantra of growth should be supplanted by the concept of a growth​. Given its depth of coverage, the book will enable students at the undergraduate and Master’s level to gain a firm grasp of this important emerging approach. “This book is flower blossomed by one of the two greatest Italian economists.” Bruce Greenwald, Columbia University “The author’s - the ABM prophet’s - thoughts on economics have been at the forefront of the world. Without a firm belief in and dedication to human society, it is impossible to write such a book. This is a work of high academic value, which can help readers quickly understand the history and current situation of complex economic theory. In particular, we can understand the basic viewpoints, academic status, advantages and shortcomings of various schools of economic theory.” Jie Wu, Guangzhou Milestone Software Co., China

Dynamic General Equilibrium Modeling

Burkhard Heer,Alfred Maussner
Dynamic General Equilibrium Modeling Book PDF

Author : Burkhard Heer,Alfred Maussner
Publisher : Springer Science & Business Media
Page : 719 pages
File Size : 47,5 Mb
Release : 2011-10-20
Category : Business & Economics
ISBN : 9783540856849

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Dynamic General Equilibrium Modeling by Burkhard Heer,Alfred Maussner Pdf

Modern business cycle theory and growth theory uses stochastic dynamic general equilibrium models. In order to solve these models, economists need to use many mathematical tools. This book presents various methods in order to compute the dynamics of general equilibrium models. In part I, the representative-agent stochastic growth model is solved with the help of value function iteration, linear and linear quadratic approximation methods, parameterised expectations and projection methods. In order to apply these methods, fundamentals from numerical analysis are reviewed in detail. In particular, the book discusses issues that are often neglected in existing work on computational methods, e.g. how to find a good initial value. In part II, the authors discuss methods in order to solve heterogeneous-agent economies. In such economies, the distribution of the individual state variables is endogenous. This part of the book also serves as an introduction to the modern theory of distribution economics. Applications include the dynamics of the income distribution over the business cycle or the overlapping-generations model. In an accompanying home page to this book, computer codes to all applications can be downloaded.

Computational Methods in Economic Dynamics

Herbert Dawid,Willi Semmler
Computational Methods in Economic Dynamics Book PDF

Author : Herbert Dawid,Willi Semmler
Publisher : Springer Science & Business Media
Page : 217 pages
File Size : 43,8 Mb
Release : 2011-03-23
Category : Business & Economics
ISBN : 9783642169434

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Computational Methods in Economic Dynamics by Herbert Dawid,Willi Semmler Pdf

This volume is centered around the issue of market design and resulting market dynamics. The economic crisis of 2007-2009 has once again highlighted the importance of a proper design of market protocols and institutional details for economic dynamics and macroeconomics. Papers in this volume capture institutional details of particular markets, behavioral details of agents' decision making as well as spillovers between markets and effects to the macroeconomy. Computational methods are used to replicate and understand market dynamics emerging from interaction of heterogeneous agents, and to develop models that have predictive power for complex market dynamics. Finally treatments of overlapping generations models and differential games with heterogeneous actors are provided.

Introduction to Agent-Based Economics

Mauro Gallegati,Antonio Palestrini,Alberto Russo
Introduction to Agent Based Economics Book PDF

Author : Mauro Gallegati,Antonio Palestrini,Alberto Russo
Publisher : Academic Press
Page : 274 pages
File Size : 40,9 Mb
Release : 2017-08-03
Category : Business & Economics
ISBN : 9780128039038

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Introduction to Agent-Based Economics by Mauro Gallegati,Antonio Palestrini,Alberto Russo Pdf

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

Agent-Based Computational Economics

Shu-Heng Chen
Agent Based Computational Economics Book PDF

Author : Shu-Heng Chen
Publisher : Routledge
Page : 508 pages
File Size : 51,9 Mb
Release : 2017-09-19
Category : Business & Economics
ISBN : 9781317560920

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Agent-Based Computational Economics by Shu-Heng Chen Pdf

This book aims to answer two questions that are fundamental to the study of agent-based economic models: what is agent-based computational economics and why do we need agent-based economic modelling of economy? This book provides a review of the development of agent-based computational economics (ACE) from a perspective on how artificial economic agents are designed under the influences of complex sciences, experimental economics, artificial intelligence, evolutionary biology, psychology, anthropology and neuroscience. This book begins with a historical review of ACE by tracing its origins. From a modelling viewpoint, ACE brings truly decentralized procedures into market analysis, from a single market to the whole economy. This book also reviews how experimental economics and artificial intelligence have shaped the development of ACE. For the former, the book discusses how ACE models can be used to analyse the economic consequences of cognitive capacity, personality and cultural inheritance. For the latter, the book covers the various tools used to construct artificial adaptive agents, including reinforcement learning, fuzzy decision rules, neural networks, and evolutionary computation. This book will be of interest to graduate students researching computational economics, experimental economics, behavioural economics, and research methodology.

Artificial Economics

Ruben Mercado
Artificial Economics Book PDF

Author : Ruben Mercado
Publisher : Cambridge University Press
Page : 197 pages
File Size : 53,8 Mb
Release : 2021-11-04
Category : Business & Economics
ISBN : 9781316517093

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Artificial Economics by Ruben Mercado Pdf

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.