Kohonen maps:
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 bee...
Gespeichert in:
| Format: | Elektronisch E-Book |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Amsterdam New York
Elsevier
1999
|
| Ausgabe: | 1st ed |
| Schlagworte: | |
| Online-Zugang: | FLA01 URL des Erstveröffentlichers |
| Zusammenfassung: | 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 |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | 1 online resource (ix, 390 pages) illustrations |
| ISBN: | 9780444502704 044450270X 9780080535296 0080535291 |
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| spelling | Kohonen maps edited by Erkki Oja and Samuel Kaski 1st ed Amsterdam New York Elsevier 1999 1 online resource (ix, 390 pages) illustrations txt rdacontent c rdamedia cr rdacarrier Includes bibliographical references and index 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 Réseaux neuronaux (Informatique) Cartes auto-organisatrices COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) fast Self-organizing maps fast Neurale netwerken gtt Neural networks (Computer science) Self-organizing maps Selbst organisierendes System (DE-588)4054424-2 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Neuronales Netz (DE-588)4226127-2 s Selbst organisierendes System (DE-588)4054424-2 s 2\p DE-604 Oja, Erkki Sonstige oth Kaski, Samuel Sonstige oth http://www.sciencedirect.com/science/book/9780444502704 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Kohonen maps Réseaux neuronaux (Informatique) Cartes auto-organisatrices COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) fast Self-organizing maps fast Neurale netwerken gtt Neural networks (Computer science) Self-organizing maps Selbst organisierendes System (DE-588)4054424-2 gnd Neuronales Netz (DE-588)4226127-2 gnd |
| subject_GND | (DE-588)4054424-2 (DE-588)4226127-2 (DE-588)4143413-4 |
| title | Kohonen maps |
| title_auth | Kohonen maps |
| title_exact_search | Kohonen maps |
| title_full | Kohonen maps edited by Erkki Oja and Samuel Kaski |
| title_fullStr | Kohonen maps edited by Erkki Oja and Samuel Kaski |
| title_full_unstemmed | Kohonen maps edited by Erkki Oja and Samuel Kaski |
| title_short | Kohonen maps |
| title_sort | kohonen maps |
| topic | Réseaux neuronaux (Informatique) Cartes auto-organisatrices COMPUTERS / Neural Networks bisacsh Neural networks (Computer science) fast Self-organizing maps fast Neurale netwerken gtt Neural networks (Computer science) Self-organizing maps Selbst organisierendes System (DE-588)4054424-2 gnd Neuronales Netz (DE-588)4226127-2 gnd |
| topic_facet | Réseaux neuronaux (Informatique) Cartes auto-organisatrices COMPUTERS / Neural Networks Neural networks (Computer science) Self-organizing maps Neurale netwerken Selbst organisierendes System Neuronales Netz Aufsatzsammlung |
| url | http://www.sciencedirect.com/science/book/9780444502704 |
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