Open access peer-reviewed Edited volume

Applications of Self-Organizing Maps

Edited by Magnus Johnsson

Lund University, Sweden

The self-organizing map, first described by the Finnish scientist Teuvo Kohonen, can by applied to a wide range of fields. This book is about such applications, i.e. how the original self-organizing map as well as variants and extensions of it can be applied in different fields. In fourteen chapters, a wide range of such applications is discussed. To name a few, these applications include the analysis of financial stability, the fault diagnosis of plants, the creation of well-composed heterogeneous teams and the application of the self-organizing map to the atmospheric sciences.

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Applications of Self-Organizing MapsEdited by Magnus Johnsson

Published: November 21st 2012

DOI: 10.5772/3464

ISBN: 978-953-51-0862-7

Copyright year: 2012

Books open for chapter submissions

17952 Total Chapter Downloads

14 Crossref Citations

14 Web of Science Citations

27 Dimensions Citations

chaptersDownloads

Open access peer-reviewed

1. Graph Mining Based SOM: A Tool to Analyze Economic Stability

By Marina Resta

1108

Open access peer-reviewed

2. Social Interaction and Self-Organizing Maps

By Ryotaro Kamimura

1055

Open access peer-reviewed

3. Using Wavelets for Feature Extraction and Self Organizing Maps for Fault Diagnosis of Nonlinear Dynamic Systems

By Héctor Benítez-Pérez, Jorge L. Ortega-Arjona and Alma Benítez- Pérez

1161

Open access peer-reviewed

4. Ex-Post Clustering of Brazilian Beef Cattle Farms Using Soms and Cross-Evaluation Dea Models

By João Carlos Correia Baptista Soares de Mello, Eliane Gonçalves Gomes, Lidia Angulo Meza, Luiz Biondi Neto, Urbano Gomes Pinto de Abreu, Thiago Bernardino de Carvalho and Sergio de Zen

1521

Open access peer-reviewed

5. A Self – Organizing Map Based Strategy for Heterogeneous Teaming

By Huliane M. Silva, Cícero A. Silva and Flavius L. Gorgônio

1171

Open access peer-reviewed

6. Application of Self Organizing Maps to Multi Modal Adaptive Authentication System Using Behavior Biometrics

By Hiroshi Dozono

1201

Open access peer-reviewed

7. Quantification of Emotions for Facial Expression: Generation of Emotional Feature Space Using Self-Mapping

By Masaki Ishii, Toshio Shimodate, Yoichi Kageyama, Tsuyoshi Takahashi and Makoto Nishida

930

Open access peer-reviewed

8. A Self Organizing Map Based Motion Classifier with an Extension to Fall Detection Problem and Its Implementation on a Smartphone

By Wattanapong Kurdthongmee

1019

Open access peer-reviewed

9. Using Self-Organizing Maps to Visualize, Filter and Cluster Multidimensional Bio-Omics Data

By Ji Zhang and Hai Fang

1821

Open access peer-reviewed

10. Application of Self-Organizing Maps in Text Clustering: A Review

By Yuan-Chao Liu, Ming Liu and Xiao-Long Wang

2212

Open access peer-reviewed

11. Non-Linear Spatial Patterning in Cultural Site Formation Processes - The Evidence from Micro-Artefacts in Cores from a Neolithic Tell Site in Greece

By Dimitris Kontogiorgos

919

Open access peer-reviewed

12. Spatial Clustering Using Hierarchical SOM

By Roberto Henriques, Victor Lobo and Fernando Bação

1248

Open access peer-reviewed

13. Self-Organizing Maps: A Powerful Tool for the Atmospheric Sciences

By Natasa Skific and Jennifer Francis

1264

Open access peer-reviewed

14. Image Simplification Using Kohonen Maps: Application to Satellite Data for Cloud Detection and Land Cover Mapping

By Suzanne Angeli, Arnaud Quesney and Lydwine Gross

1322

Edited volume and chapters are indexed in

  • Worldcat
  • OpenAIRE
  • Google Scholar
  • AZ ebsco
  • Base
  • CNKI
  • IET Inspec

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