Coverart for item
The Resource Economic modeling using artificial intelligence methods, Tshilidzi Marwala

Economic modeling using artificial intelligence methods, Tshilidzi Marwala

Label
Economic modeling using artificial intelligence methods
Title
Economic modeling using artificial intelligence methods
Statement of responsibility
Tshilidzi Marwala
Creator
Subject
Language
eng
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 been applied in economic modeling. However, the inherent limitation of game theory when dealing with many player games encourages the use of multi-agent systems for modeling economic phenomena. The artificial intelligence techniques used to model economic data include: multi-layer perceptron neural networks radial basis functions support vector machines rough sets genetic algorithm particle swarm optimization simulated annealing multi-agent system incremental learning fuzzy networks Signal processing techniques are explored to analyze economic data, and these techniques are the time domain methods, time-frequency domain methods and fractals dimension approaches. Interesting economic problems such as causality versus correlation, simulating the stock market, modeling and controling inflation, option pricing, modeling economic growth as well as portfolio optimization are examined. The relationship between economic dependency and interstate conflict is explored, and knowledge on how economics is useful to foster peace - and vice versa - is investigated. Economic Modeling Using Artificial Intelligence Methods deals with the issue of causality in the non-linear domain and applies the automatic relevance determination, the evidence framework, Bayesian approach and Granger causality to understand causality and correlation. Economic Modeling Using Artificial Intelligence Methods makes an important contribution to the area of econometrics, and is a valuable source of reference for graduate students, researchers and financial practitioners
Member of
Cataloging source
GW5XE
http://library.link/vocab/creatorDate
1971-
http://library.link/vocab/creatorName
Marwala, Tshilidzi
Dewey number
330.01/13
Illustrations
illustrations
Index
index present
Language note
English
LC call number
HB143.5
LC item number
.M37 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
NLM call number
HB 143.5
Series statement
Advanced information and knowledge processing,
http://library.link/vocab/subjectName
  • Economics
  • Economics
  • Artificial intelligence
  • Artificial Intelligence
  • Electronic Data Processing
  • Computer Simulation
  • Edonomics
  • BUSINESS & ECONOMICS
  • Artificial intelligence
  • Economics
  • Economics
Label
Economic modeling using artificial intelligence methods, Tshilidzi Marwala
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • 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
  • 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
Control code
839430769
Dimensions
unknown
Extent
1 online resource (xvi, 261 pages)
File format
unknown
Form of item
online
Isbn
9781447159193
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4471-5010-7
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)839430769
Label
Economic modeling using artificial intelligence methods, Tshilidzi Marwala
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Contents
  • 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
  • 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
Control code
839430769
Dimensions
unknown
Extent
1 online resource (xvi, 261 pages)
File format
unknown
Form of item
online
Isbn
9781447159193
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
10.1007/978-1-4471-5010-7
Other physical details
illustrations.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)839430769

Library Locations

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      38.944491 -92.326012
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      38.946102 -92.330125
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