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Advances in Self-Organizing Maps

9th International Workshop, WSOM 2012 Santiago, Chile, December 12-14, 2012 Proceedings

  • Pablo A. Estévez
  • José C. Príncipe
  • Pablo Zegers

Part of the Advances in Intelligent Systems and Computing book series (AISC, volume 198)

Table of contents

  1. Front Matter
    Pages 1-11
  2. Barbara Hammer, Andrej Gisbrecht, Alexander Schulz
    Pages 1-12
  3. Madalina Olteanu, Nathalie Villa-Vialaneix, Marie Cottrell
    Pages 13-22
  4. Michael Biehl, Marika Kästner, Mandy Lange, Thomas Villmann
    Pages 23-33
  5. Masaaki Ohkita, Heizo Tokutaka, Makoto Ohki, Matashige Oyabu, Kikuo Fujimura
    Pages 35-44
  6. Willem S. van Heerden, Andries P. Engelbrecht
    Pages 45-54
  7. Tommi Vatanen, Ilari T. Nieminen, Timo Honkela, Tapani Raiko, Krista Lagus
    Pages 55-64
  8. Ajalmar R. da Rocha Neto, Guilherme A. Barreto
    Pages 65-74
  9. Naimul Mefraz Khan, Matthew Kyan, Ling Guan
    Pages 75-84
  10. Gustavo J. Meschino, Diego S. Comas, Virginia L. Ballarin, Adriana G. Scandurra, Lucía I. Passoni
    Pages 85-94
  11. Francisco Javier Ropero Peláez, Antonio Carlos Godoi
    Pages 95-104
  12. Horia Coman, Erhardt Barth, Thomas Martinetz
    Pages 105-114
  13. Andreea State, Foti Coleca, Erhardt Barth, Thomas Martinetz
    Pages 115-124
  14. Leandro A. Silva, Bruno Pazzinato, Orlando B. Coelho
    Pages 135-143
  15. Flavio Moreira da Costa, Sidnei Alves de Araújo, Renato José Sassi
    Pages 145-152
  16. Lucía I. Passoni, Ana Lucía Dai Pra, Adriana Scandurra, Gustavo Meschino, Christian Weber, Marcelo Guzmán et al.
    Pages 163-171
  17. Daniela Hofmann, Andrej Gisbrecht, Barbara Hammer
    Pages 183-192
  18. Thomas Villmann, Sven Haase, Marika Kästner
    Pages 193-204
  19. Pablo A. Estévez, Jorge R. Vergara
    Pages 205-214
  20. Amauri H. de Souza Junior, Francesco Corona, Guilherme A. Barreto
    Pages 215-224
  21. Edson C. Kitani, Emilio Del-Moral-Hernandez, Leandro A. Silva
    Pages 225-234
  22. Nicolas Bourgeois, Marie Cottrell, Benjamin Déruelle, Stéphane Lamassé, Patrick Letrémy
    Pages 255-264
  23. Antonio Neme, Sergio Hernández, Teresa Dey, Abril Muñoz, J. R. G. Pulido
    Pages 265-274
  24. Heizo Tokutaka, Masaaki Ohkita, Nobuhiko Kasezawa, Makoto Ohki
    Pages 275-284
  25. Mika Sulkava, Maria Yli-Heikkilä, Arto Latukka
    Pages 285-294
  26. Etienne Côme, Marie Cottrell, Patrice Gaubert
    Pages 295-304
  27. Jaakko Talonen, Mika Sulkava, Miki Sirola
    Pages 325-334
  28. Marina Resta, Marina Ravera
    Pages 335-343
  29. Krista Lagus, Tommi Vatanen, Oili Kettunen, Antti Heikkilä, Matti Heikkilä, Mika Pantzar et al.
    Pages 345-352
  30. Back Matter
    Pages 0--1

About these proceedings

Introduction

Self-organizing maps (SOMs) were developed by Teuvo Kohonen in the early eighties. Since then more than 10,000 works have been based on SOMs. SOMs are unsupervised neural networks useful for clustering and visualization purposes. Many SOM applications have been developed in engineering and science, and other fields.

This book contains refereed papers presented at the 9th Workshop on Self-Organizing Maps (WSOM 2012) held at the Universidad de Chile, Santiago, Chile, on December 12-14, 2012. The workshop brought together researchers and practitioners in the field of self-organizing systems. Among the book chapters there are excellent examples of the use of SOMs in agriculture, computer science, data visualization, health systems, economics, engineering, social sciences, text and image analysis, and time series analysis. Other chapters present the latest theoretical work on SOMs as well as Learning Vector Quantization (LVQ) methods.

Keywords

Complexity Data Mining Intelligent Systems Self-Organizing Maps

Editors and affiliations

  • Pablo A. Estévez
    • 1
  • José C. Príncipe
    • 2
  • Pablo Zegers
    • 3
  1. 1., Department of Electrical EngineeringUniversity of ChileSantiagoChile
  2. 2., Computational NeuroEngineering Lab.University of FloridaGainesvilleUSA
  3. 3., Facultad de Ingeniería yUniversidad de los AndesSantiagoChile

Bibliographic information

  • DOI https://doi.org/10.1007/978-3-642-35230-0
  • Copyright Information Springer-Verlag Berlin Heidelberg 2013
  • Publisher Name Springer, Berlin, Heidelberg
  • eBook Packages Engineering
  • Print ISBN 978-3-642-35229-4
  • Online ISBN 978-3-642-35230-0
  • Series Print ISSN 2194-5357
  • Series Online ISSN 2194-5365
  • Buy this book on publisher's site
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