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Economic modeling using artificial intelligence methods

Author: Tshilidzi Marwala
Publisher: London ; New York : Springer, ©2013.
Series: Advanced information and knowledge processing.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:
Economic Modeling Using Artificial Intelligence Methods examines the application of artificial intelligence methods to model economic data. Traditionally, economic modeling has been modeled in the linear domain where the principles of superposition are valid. The application of artificial intelligence for economic modeling allows for a flexible multi-order non-linear modeling. In addition, game theory has largely  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Marwala, Tshilidzi, 1971-
Economic modeling using artificial intelligence methods.
London ; New York : Springer, ©2013 Marwala, Tshilidzi, 1971-
(DLC) 2013935647
(OCoLC)825754128
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Tshilidzi Marwala
ISBN: 9781447150107 1447150104 1447150090 9781447150091
OCLC Number: 839430769
Description: 1 online resource (xvi, 261 pages) : illustrations.
Contents: Introduction to Economic Modeling --
Techniques for Economic Modeling: Unlocking the Character of Data --
Automatic Relevance Determination in Economic Modeling --
Neural Approaches to Economic Modeling --
Bayesian Support Vector Machines for Economic Modeling: Application to Option Pricing --
Rough Sets Approach to Economic Modeling: Unlocking Knowledge in Financial Data --
Missing Data Approaches to Economic Modeling: Optimization Approach --
Correlations Versus Causality Approaches to Economic Modeling --
Evolutionary Approaches to Computational Economics: Application to Portfolio Optimization --
Real-Time Approaches to Computational Economics: Self Adaptive Economic Systems --
Multi-agent Approaches to Economic Modeling: Game Theory, Ensembles, Evolution and the Stock Market --
Control Approaches to Economic Modeling: Application to Inflation Targeting --
Modeling Interstate Conflict: The Role of Economic Interdependency for Maintaining Peace --
Conclusions and Further Work.
Series Title: Advanced information and knowledge processing.
Responsibility: Tshilidzi Marwala.

Abstract:

This book examines the application of artificial intelligence methods to model economic data. It addresses causality and proposes new frameworks for dealing with this issue. It also applies  Read more...

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From the reviews: "The book explores the application of artificial intelligence methods to economic data modelling. ... the book is well addressed to graduate students as well as researchers and Read more...

 
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