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BOOK EXCERPT:
The Oxford Handbook of Computational Economics and Finance provides a survey of both the foundations of and recent advances in the frontiers of analysis and action. It is both historically and interdisciplinarily rich and also tightly connected to the rise of digital society. It begins with the conventional view of computational economics, including recent algorithmic development in computing rational expectations, volatility, and general equilibrium. It then moves from traditional computing in economics and finance to recent developments in natural computing, including applications of nature-inspired intelligence, genetic programming, swarm intelligence, and fuzzy logic. Also examined are recent developments of network and agent-based computing in economics. How these approaches are applied is examined in chapters on such subjects as trading robots and automated markets. The last part deals with the epistemology of simulation in its trinity form with the integration of simulation, computation, and dynamics. Distinctive is the focus on natural computationalism and the examination of the implications of intelligent machines for the future of computational economics and finance. Not merely individual robots, but whole integrated systems are extending their "immigration" to the world of Homo sapiens, or symbiogenesis.
Product Details :
Genre |
: Business & Economics |
Author |
: Shu-Heng Chen |
Publisher |
: Oxford University Press |
Release |
: 2018 |
File |
: 785 Pages |
ISBN-13 |
: 9780199844371 |
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BOOK EXCERPT:
This handbook provides a survey of both the foundations of and recent advances in the frontiers of analysis and action. It is both historically and interdisciplinarily rich and also tightly connected to the rise of digital society. It begins with the conventional view of computational economics, including recent algorithmic development in computing rational expectations, volatility, and general equilibrium. It then moves from traditional computing in economics and finance to recent developments in natural computing, including applications of nature-inspired intelligence, genetic programming, swarm intelligence, and fuzzy logic. Also examined are recent developments of network and agent-based computing in economics.--
Product Details :
Genre |
: Economics |
Author |
: Shu-Heng Chen |
Publisher |
: |
Release |
: 2018 |
File |
: Pages |
ISBN-13 |
: 0199983429 |
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BOOK EXCERPT:
This book presents frontier research on the use of computational methods to model complex interactions in economics and finance. Artificial Intelligence, Machine Learning and simulations offer effective means of analyzing and learning from large as well as new types of data. These computational tools have permeated various subfields of economics, finance, and also across different schools of economic thought. Through 16 chapters written by pioneers in economics, finance, computer science, psychology, complexity and statistics/econometrics, the book introduces their original research and presents the findings they have yielded. Theoretical and empirical studies featured in this book draw on a variety of approaches such as agent-based modeling, numerical simulations, computable economics, as well as employing tools from artificial intelligence and machine learning algorithms. The use of computational approaches to perform counterfactual thought experiments are also introduced, which help transcend the limits posed by traditional mathematical and statistical tools. The book also includes discussions on methodology, epistemology, history and issues concerning prediction, validation, and inference, all of which have become pertinent with the increasing use of computational approaches in economic analysis.
Product Details :
Genre |
: Science |
Author |
: Ragupathy Venkatachalam |
Publisher |
: Springer Nature |
Release |
: 2023-02-15 |
File |
: 331 Pages |
ISBN-13 |
: 9783031152948 |
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BOOK EXCERPT:
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.
Product Details :
Genre |
: Business & Economics |
Author |
: Shu-Heng Chen |
Publisher |
: Springer |
Release |
: 2018-11-20 |
File |
: 308 Pages |
ISBN-13 |
: 9783319996240 |
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BOOK EXCERPT:
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.
Product Details :
Genre |
: Business & Economics |
Author |
: Shu-Heng Chen |
Publisher |
: Routledge |
Release |
: 2017-09-19 |
File |
: 543 Pages |
ISBN-13 |
: 9781317560920 |
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BOOK EXCERPT:
Risk is the main source of uncertainty for investors, debtholders, corporate managers and other stakeholders. For all these actors, it is vital to focus on identifying and managing risk before making decisions. The success of their businesses depends on the relevance of their decisions and consequently, on their ability to manage and deal with the different types of risk. Accordingly, the main objective of this book is to promote scientific research in the different areas of risk management, aiming at being transversal and dealing with different aspects of risk management related to corporate finance as well as market finance. Thus, this book should provide useful insights for academics as well as professionals to better understand and assess the different types of risk.
Product Details :
Genre |
: Business & Economics |
Author |
: Constantin Zopounidis |
Publisher |
: Springer Nature |
Release |
: 2021-09-13 |
File |
: 480 Pages |
ISBN-13 |
: 9783030666910 |
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BOOK EXCERPT:
Over the last two decades there has been a great deal of research into nonlinear dynamic models in economics, finance and the social sciences. This book contains twenty papers that range over very recent applications in these areas. Topics covered include structural change and economic growth, disequilibrium dynamics and economic policy as well as models with boundedly rational agents. The book illustrates some of the most recent research tools in this area and will be of interest to economists working in economic dynamics and to mathematicians interested in seeing ideas from nonlinear dynamics and complexity theory applied to the economic sciences.
Product Details :
Genre |
: Business & Economics |
Author |
: Gian Italo Bischi |
Publisher |
: Springer Science & Business Media |
Release |
: 2009-12-15 |
File |
: 384 Pages |
ISBN-13 |
: 9783642040238 |
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BOOK EXCERPT:
Land use change is one of the most pervasive socioeconomic forces affecting ecological systems, economic systems, and human wellbeing. This Oxford Handbook draws on recent advances in several economic fields that investigate land use behavior, making this a must-read for those who want to understand the frontier of land economics.
Product Details :
Genre |
: Business & Economics |
Author |
: Joshua M. Duke |
Publisher |
: Oxford University Press |
Release |
: 2014-05 |
File |
: 769 Pages |
ISBN-13 |
: 9780199763740 |
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BOOK EXCERPT:
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
Product Details :
Genre |
: Business & Economics |
Author |
: Cars Hommes |
Publisher |
: Elsevier |
Release |
: 2018-06-27 |
File |
: 836 Pages |
ISBN-13 |
: 9780444641328 |
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BOOK EXCERPT:
Handbook of computational economics. - v. 1
Product Details :
Genre |
: Business & Economics |
Author |
: H.M. Amman |
Publisher |
: North Holland |
Release |
: 1996-06-13 |
File |
: 862 Pages |
ISBN-13 |
: STANFORD:36105018360789 |