Self-Organizing Maps:
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Berlin, Heidelberg
Springer Berlin Heidelberg
1995
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Schriftenreihe: | Springer Series in Information Sciences
30 |
Schlagworte: | |
Online-Zugang: | Volltext |
Beschreibung: | The Self-Organizing Map (SOM) algorithm was introduced by the author in 1981. Its theory and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technolgies have already been based on it. The most important practical applications are in exploratory data analysis, pattern recognition, speech analysis, robotics, industrial and medical diagnostics, instrumentation, and control, and literally hundreds of other tasks. In this monograph the mathematical preliminaries, background, basic ideas, and implications are expounded in a clear, well-organized form, accessible without prior expert knowledge. Still the contents are handled with theoretical rigor |
Beschreibung: | 1 Online-Ressource (XVI, 362p. 94 illus., 1 illus. in color) |
ISBN: | 9783642976100 9783642976124 |
ISSN: | 0720-678X |
DOI: | 10.1007/978-3-642-97610-0 |
Internformat
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Datensatz im Suchindex
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any_adam_object | |
author | Kohonen, Teuvo |
author_facet | Kohonen, Teuvo |
author_role | aut |
author_sort | Kohonen, Teuvo |
author_variant | t k tk |
building | Verbundindex |
bvnumber | BV042414114 |
classification_tum | PHY 000 |
collection | ZDB-2-PHA ZDB-2-BAE |
ctrlnum | (OCoLC)863878779 (DE-599)BVBBV042414114 |
dewey-full | 571.4 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 571 - Physiology & related subjects |
dewey-raw | 571.4 |
dewey-search | 571.4 |
dewey-sort | 3571.4 |
dewey-tens | 570 - Biology |
discipline | Physik Biologie |
doi_str_mv | 10.1007/978-3-642-97610-0 |
format | Electronic eBook |
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id | DE-604.BV042414114 |
illustrated | Not Illustrated |
indexdate | 2024-07-10T01:20:54Z |
institution | BVB |
isbn | 9783642976100 9783642976124 |
issn | 0720-678X |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027849607 |
oclc_num | 863878779 |
open_access_boolean | |
owner | DE-91 DE-BY-TUM DE-83 |
owner_facet | DE-91 DE-BY-TUM DE-83 |
physical | 1 Online-Ressource (XVI, 362p. 94 illus., 1 illus. in color) |
psigel | ZDB-2-PHA ZDB-2-BAE ZDB-2-PHA_Archive |
publishDate | 1995 |
publishDateSearch | 1995 |
publishDateSort | 1995 |
publisher | Springer Berlin Heidelberg |
record_format | marc |
series2 | Springer Series in Information Sciences |
spelling | Kohonen, Teuvo Verfasser aut Self-Organizing Maps by Teuvo Kohonen Berlin, Heidelberg Springer Berlin Heidelberg 1995 1 Online-Ressource (XVI, 362p. 94 illus., 1 illus. in color) txt rdacontent c rdamedia cr rdacarrier Springer Series in Information Sciences 30 0720-678X The Self-Organizing Map (SOM) algorithm was introduced by the author in 1981. Its theory and many applications form one of the major approaches to the contemporary artificial neural networks field, and new technolgies have already been based on it. The most important practical applications are in exploratory data analysis, pattern recognition, speech analysis, robotics, industrial and medical diagnostics, instrumentation, and control, and literally hundreds of other tasks. In this monograph the mathematical preliminaries, background, basic ideas, and implications are expounded in a clear, well-organized form, accessible without prior expert knowledge. Still the contents are handled with theoretical rigor Physics Mathematics Telecommunication Biophysics and Biological Physics Communications Engineering, Networks Mathematics, general Mathematik Selbstorganisierende Karte (DE-588)4305302-6 gnd rswk-swf Selbstorganisierende Karte (DE-588)4305302-6 s 1\p DE-604 https://doi.org/10.1007/978-3-642-97610-0 Verlag Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
spellingShingle | Kohonen, Teuvo Self-Organizing Maps Physics Mathematics Telecommunication Biophysics and Biological Physics Communications Engineering, Networks Mathematics, general Mathematik Selbstorganisierende Karte (DE-588)4305302-6 gnd |
subject_GND | (DE-588)4305302-6 |
title | Self-Organizing Maps |
title_auth | Self-Organizing Maps |
title_exact_search | Self-Organizing Maps |
title_full | Self-Organizing Maps by Teuvo Kohonen |
title_fullStr | Self-Organizing Maps by Teuvo Kohonen |
title_full_unstemmed | Self-Organizing Maps by Teuvo Kohonen |
title_short | Self-Organizing Maps |
title_sort | self organizing maps |
topic | Physics Mathematics Telecommunication Biophysics and Biological Physics Communications Engineering, Networks Mathematics, general Mathematik Selbstorganisierende Karte (DE-588)4305302-6 gnd |
topic_facet | Physics Mathematics Telecommunication Biophysics and Biological Physics Communications Engineering, Networks Mathematics, general Mathematik Selbstorganisierende Karte |
url | https://doi.org/10.1007/978-3-642-97610-0 |
work_keys_str_mv | AT kohonenteuvo selforganizingmaps |