Kohonen maps

Kohonen maps

Author
Oja, ErkkiKaski, Samuel
Publisher
Elsevier
Language
English
Edition
1st ed
Year
1999
Page
390
ISBN
0-444-50270-X,9780444502704,9780080535296,0080535291
File Type
pdf
File Size
21.1 MiB

The Self-Organizing Map, or Kohonen Map, is one of the most widely used neural network algorithms, with thousands of applications covered in the literature. It was one of the strong underlying factors in the popularity of neural networks starting in the early 80's. Currently this method has been included in a large number of commercial and public domain software packages. In this book, top experts on the SOM method take a look at the state of the art and the future of this computing paradigm.

The 30 chapters of this book cover the current status of SOM theory, such as connections of SOM to clustering, classification, probabilistic models, and energy functions. Many applications of the SOM are given, with data mining and exploratory data analysis the central topic, applied to large databases of financial data, medical data, free-form text documents, digital images, speech, and process measurements. Biological models related to the SOM are also discussed.

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