APPLICATIONS OF SELFORGANIZING MAPS Edited by Magnus Johnsson Applications of Self-Organizing Maps http://dx.doi.org/10.5772/3464 Edited by Magnus Johnsson Contributors Wattanapong Kurdthongmee, Dimitris Kontogiorgos, Hector Benitez-Perez, Hiroshi Dozono, Flavius Gorgonio, Huliane Silva, Cícero Silva, Ji Zhang, Jennifer Francis, Natasa Skific, Ryotaro Kamimura, Lydwine Gross, Arnaud Quesney, Suzanne Angeli, Marina Resta, Yuan-Chao Liu, Masaki Ishii, Fernando Bacao, Victor Lobo, Roberto Henriques, João Carlos Soares de Mello, Eliane Gomes, Lidia Angulo Meza, Sérgio De Zen, Thiago Bernardino De Carvalho, Urbano Gomes Abreu, Luiz Biondi Neto Published by InTech Janeza Trdine 9, 51000 Rijeka, Croatia Copyright © 2012 InTech All chapters are Open Access distributed under the Creative Commons Attribution 3.0 license, which allows users to download, copy and build upon published articles even for commercial purposes, as long as the author and publisher are properly credited, which ensures maximum dissemination and a wider impact of our publications After this work has been published by InTech, authors have the right to republish it, in whole or part, in any publication of which they are the author, and to make other personal use of the work Any republication, referencing or personal use of the work must explicitly identify the original source Notice Statements and opinions expressed in the chapters are these of the individual contributors and not necessarily those of the editors or publisher No responsibility is accepted for the accuracy of information contained in the published chapters The publisher assumes no responsibility for any damage or injury to persons or property arising out of the use of any materials, instructions, methods or ideas contained in the book Publishing Process Manager Iva Lipovic Technical Editor InTech DTP team Cover InTech Design team First published November, 2012 Printed in Croatia A free online edition of this book is available at www.intechopen.com Additional hard copies can be obtained from orders@intechopen.com Applications of Self-Organizing Maps, Edited by Magnus Johnsson p cm ISBN 978-953-51-0862-7 Contents Preface VII Chapter Graph Mining Based SOM: A Tool to Analyze Economic Stability Marina Resta Chapter Social Interaction and Self-Organizing Maps 27 Ryotaro Kamimura Chapter Using Wavelets for Feature Extraction and Self Organizing Maps for Fault Diagnosis of Nonlinear Dynamic Systems 43 Héctor Benítez-Pérez, Jorge L Ortega-Arjona and Alma BenítezPérez Chapter Ex-Post Clustering of Brazilian Beef Cattle Farms Using Soms and Cross-Evaluation Dea Models 67 João Carlos Correia Baptista Soares de Mello, Eliane Gonỗalves Gomes, Lidia Angulo Meza, Luiz Biondi Neto, Urbano Gomes Pinto de Abreu, Thiago Bernardino de Carvalho and Sergio de Zen Chapter A Self – Organizing Map Based Strategy for Heterogeneous Teaming 89 Huliane M Silva, Cícero A Silva and Flavius L Gorgơnio Chapter Application of Self Organizing Maps to Multi Modal Adaptive Authentication System Using Behavior Biometrics 119 Hiroshi Dozono Chapter Quantification of Emotions for Facial Expression: Generation of Emotional Feature Space Using Self-Mapping 143 Masaki Ishii, Toshio Shimodate, Yoichi Kageyama, Tsuyoshi Takahashi and Makoto Nishida Image Simplification Using Kohonen Maps: Application to Satellite Data for Cloud Detection and Land Cover Mapping http://dx.doi.org/10.5772/51352 [18] Kohonen, T (1994) Self-Organizing Map, Springer, Berlin [19] Lebbah, M., Thiria, S., & Badran, F (2000) Topological Map for Binary Data, Proceedings of ESANN 2000, Bruges, 26, 27-28 [20] Baatz, M., & Schäpe, A (2000) Multiresolution Segmentation: an optimization ap‐ proach for high quality multi-scale image segmentation Journal of Photogrammetry and Remote Sensing, 58(3-4) [21] Heidinger, A K., Anne, V R., & Dean, C (2002) Using MODIS to estimate cloud contamination of the AVHRR data-record Journal of Atmospheric and Oceanic Technol‐ ogy, 19, 586-601 [22] European Space Agency (2010) Sentinel payload data ground segment, product defini‐ tion document (GMES-GSEG-EOPG-TN-09-0029)., http://emits.esa.int/emits-doc/ ESRIN/Sentinel-2/ProductsDefinitionDocument(PDD).pdf 289