Teuvo Kohonen: Self-Organizing Maps

Cover: 9783540679219 | Self-Organizing Maps | Teuvo Kohonen | Taschenbuch | Paperback | xx

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Beschreibung

Since the second edition of this book came out in early 1997, the number of scientific papers published on the Self-Organizing Map (SOM) has increased from about 1500 to some 4000. Also, two special workshops dedicated to the SOM have been organized, not to mention numerous SOM sessions in neural network conferences. In view of this growing interest it was felt desirable to make extensive revisions to this book. They are of the following nature. Statistical pattern analysis has now been approached more carefully than earlier. A more detailed discussion of the eigenvectors and eigenvalues of symmetric matrices, which are the type usually encountered in statistics, has been included in Sect. 1.1.3: also, new probabilistic concepts, such as factor analysis, have been discussed in Sect. 1.3.1. A survey of projection methods (Sect. 1.3.2) has been added, in order to relate the SOM to classical paradigms. Vector Quantization is now discussed in one main section, and derivation of the pointdensity of the codebook vectors using the calculus of variations has been added, in order to familiarize the reader with this otherwise com plicated statistical analysis. It was also felt that the discussion of the neural-modeling philosophy should include a broader perspective of the main issues. A historical review in Sect. 2.2, and the general philosophy in Sects. 2.3, 2.5 and 2.14 are now expected to especially help newcomers to orient themselves better amongst the profusion of contemporary neural models.

Zusammenfassung

Best-selling key reference

Completely revised and brought up-to-date

Includes supplementary material: [...]

Inhaltsverzeichnis

1. Mathematical Preliminaries.- 2. Neural Modeling.- 3. The Basic SOM.- 4. Physiological Interpretation of SOM.- 5. Variants of SOM.- 6. Learning Vector Quantization.- 7. Applications.- 8. Software Tools for SOM.- 9. Hardware for SOM.- 10. An Overview of SOM Literature.- 11. Glossary of "Neural" Terms.- References.

Details

Erscheinungsjahr:	2000
Fachbereich:	Datenkommunikation, Netze & Mailboxen
Genre:	Informatik , Mathematik , Medizin , Naturwissenschaften , Technik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Reihe:	Springer Series in Information Sciences
Inhalt:	xx 502 S. 177 s/w Illustr. 1 farbige Illustr. 502 p. 178 illus. 1 illus. in color.
ISBN-13:	9783540679219
ISBN-10:	3540679219
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Kohonen, Teuvo
Auflage:	3rd ed. 2001
Hersteller:	Springer-Verlag GmbH Springer Berlin Heidelberg Springer Series in Information Sciences
Verantwortliche Person für die EU:	Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com
Maße:	235 x 155 x 29 mm
Von/Mit:	Teuvo Kohonen
Erscheinungsdatum:	16.11.2000
Gewicht:	0,791 kg