Economic Modeling Using Artificial Intelligence Methods

1. Introduction to Economic Modeling
Tshilidzi Marwala

2. Techniques for Economic Modeling: Unlocking the Character of Data
Tshilidzi Marwala

3. Automatic Relevance Determination in Economic Modeling
Tshilidzi Marwala

4. Neural Approaches to Economic Modeling
Tshilidzi Marwala

5. Bayesian Support Vector Machines for Economic Modeling: Application to Option Pricing
Tshilidzi Marwala

6. Rough Sets Approach to Economic Modeling: Unlocking Knowledge in Financial Data
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7. Missing Data Approaches to Economic Modeling: Optimization Approach
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8. Correlations Versus Causality Approaches to Economic Modeling
Tshilidzi Marwala

9. Evolutionary Approaches to Computational Economics: Application to Portfolio Optimization
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10. Real-Time Approaches to Computational Economics: Self Adaptive Economic Systems
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11. Multi-agent Approaches to Economic Modeling: Game Theory, Ensembles, Evolution and the Stock Market
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12. Control Approaches to Economic Modeling: Application to Inflation Targeting
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13. Modeling Interstate Conflict: The Role of Economic Interdependency for Maintaining Peace
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14. Conclusions and Further Work
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Keywords: Computer Science, Artificial Intelligence (incl. Robotics), Game Theory/Mathematical Methods, Computational Intelligence, Computational Science and Engineering, Pattern Recognition, Statistics and Computing/Statistics Programs