Description |
xlv, 258 pages |
Contents |
Pt. 1. Applications. 1. Let Financial Data Speak for Themselves / Carlos Serrano-Cinca. 2. Projection of Long-term Interest Rates with Maps / Eric de Bodt, Philippe Gregoire and Marie Cottrell. 3. Picking Mutual Funds with Self-Organizing Maps / Guido Deboeck. 4. Maps for Analyzing Failures of Small and Medium-sized Enterprises / Kimmo Kiviluoto and Pentti Bergius. 5. Self-Organizing Atlas of Russian Banks / Serge Shumsky and A. V. Yarovoy. 6. Investment Maps of Emerging Markets / Guido Deboeck. 7. A Hybrid Neural Network System for Trading Financial Markets / Marina Resta. 8. Real Estate Investment Appraisal of Land Properties using SOM / Eero Carlson. 9. Real Estate Investment Appraisal of Buildings using SOM / Anna Tulkki. 10. Differential Patterns in Consumer Purchase Preferences using Self-Organizing Maps: A Case Study of China / Bernd Schmitt and Guido Deboeck -- Pt. 2. Methodology, Tools and Techniques. 11. The SOM Methodology / Teuvo Kohonen |
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12. Self-Organizing Maps of Large Document Collections / Timo Honkela, Krista Lagus and Samuel Kaski. 13. Software Tools for Self-Organizing Maps / Guido Deboeck. 14. Tips for Processing and Color-coding of Self-Organizing Maps / Samuel Kaski and Teuvo Kohanen. 15. Best Practices in Data Mining using Self-Organizing Maps / Guido Deboeck |
Bibliography |
Includes bibliographical references and index |
Subject |
Finance -- Decision making -- Data processing.
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Neural networks (Computer science)
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Self-organizing maps.
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Author |
Deboeck, Guido J.
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Kohonen, Teuvo.
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ISBN |
9781849969994 (paperback) |
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