Visual Explorations in Finance

with Self-Organizing Maps

Guido Deboeck, Teuvo Kohonen (Herausgeber)

Buch | Hardcover

XLV, 258 Seiten

1998 | 1998
Springer Berlin (Verlag)
978-3-540-76266-9 (ISBN)

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Self-organizing maps (SOM) have proven to be of significant economic value in the areas of finance, economic and marketing applications. As a result, this area is rapidly becoming a non-academic technology. This book looks at near state-of-the-art SOM applications in the above areas, and is a multi-authored volume, edited by Guido Deboeck, a leading exponent in the use of computational methods in financial and economic forecasting, and by the originator of SOM, Teuvo Kohonen. The book contains chapters on applications of unsupervised neural networks using Kohonen's self-organizing map approach.

1: Applications.- 1 Let Financial Data Speak for Themselves.- 2 Projection of Long-term Interest Rates with Maps.- 3 Picking Mutual Funds with Self-Organizing Maps.- 4 Maps for Analyzing Failures of Small and Medium-sized Enterprises.- 5 Self-Organizing Atlas of Russian Banks.- 6 Investment Maps of Emerging Markets.- 7 A Hybrid Neural Network System for Trading Financial Markets.- 8 Real Estate Investment Appraisal of Land Properties using SOM.- 9 Real Estate Investment Appraisal of Buildings using SOM.- 10 Differential Patterns in Consumer Purchase Preferences using Self-Organizing Maps: A Case Study of China.- 2: Methodology, Tools and Techniques.- 11 The SOM Methodology.- 12 Self-Organizing Maps of Large Document Collections.- 13 Software Tools for Self-Organizing Maps.- 14 Tips for Processing and Color-coding of Self-Organizing Maps.- 15 Best Practices in Data Mining using Self-Organizing Maps.- Notes.- Author Index.

Erscheint lt. Verlag	20.7.1998
Reihe/Serie	Springer Finance
Zusatzinfo	XLV, 258 p. 135 illus., 13 illus. in color.
Verlagsort	London
Sprache	englisch
Maße	155 x 235 mm
Gewicht	612 g
Themenwelt	Mathematik / Informatik ► Mathematik ► Angewandte Mathematik
	Naturwissenschaften ► Physik / Astronomie ► Atom- / Kern- / Molekularphysik
	Wirtschaft ► Allgemeines / Lexika
	Wirtschaft ► Betriebswirtschaft / Management ► Finanzierung
Schlagworte	Finance • Financial Markets • Finanzmathematik • Funds • Hardcover, Softcover / Wirtschaft/Allgemeines, Lexika • HC/Mathematik/Wahrscheinlichkeitstheorie, Stochastik, Mathematische Statistik • HC/Wirtschaft/Allgemeines, Lexika • Investment • Networks • Patterns • Quantitative Finance • Self-Organizing Maps (SOM)
ISBN-10	3-540-76266-3 / 3540762663
ISBN-13	978-3-540-76266-9 / 9783540762669
Zustand	Neuware