Self-Organizing Neural Networks

Recent Advances and Applications

Udo Seiffert, Lakhmi C. Jain (Herausgeber)

Buch | Hardcover

XIV, 278 Seiten

2001 | 1., Ed.
Physica-Verlag
9783790814170 (ISBN)

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This compilation contains new theoretical work as well as up-to-date applications contributed by some of the world leaders of current SOM research. It is a compact and vivid collection of almost all aspects of current research on Self-Organizing Maps, ranging from theoretical work, several technical and non-technical applications, numerical and implementation details on sequential and parallel hardware to self-organisation with spiking neurons. An overture, given by Teuvo Kohonen, builds a bridge from the development of the fundamentals to the many extensions, modifications and applications which have made this neural network architecture so successful.

Overture
- Measures for the Organization of Self-Organizing Maps
- Unsupervised Learning and Self-Organization in Networks of Spiking Neurons
- Generative Probability Density Model in the Self-Organizing Map
- Growing Multi-Dimensional Self-Organizing Maps for Motion Detection
- Extensions and Modifications of the Kohonen-SOM and Applications in Remote Sensing Image Analysis
- Modeling Speech Processing and Recognition in the Auditory System Using the Multilevel Hypermap Architecture
- Algorithms for the Visualization of Large and Multivariate Data Sets
- Self-Organizing Maps and Financial Forecasting: an Application
- Unsupervised and Supervised Learning in Radial-Basis-Function Networks
- Parallel Implementations of Self-Organizing Maps

Reihe/Serie	Studies in Fuzziness and Soft Computing
Sprache	englisch
Maße	155 x 235 mm
Gewicht	530 g
Einbandart	gebunden
Themenwelt	Mathematik / Informatik ► Informatik
Schlagworte	Artificial Neural Network • HC/Informatik, EDV/Informatik • Kohonen Map • Neuronale Netze • Self-Organizing Map (SOM) • Self-Organizing Neural Network
ISBN-13	9783790814170 / 9783790814170
Zustand	Neuware