Title Advances in self-organizing maps : 9th international workshop, WSOM 2012, Santiago, Chile, December 12-14, 2012 : proceedings / Pablo A. Estévez, José C. Príncipe, and Pablo Zegers (eds.)

Published Heidelberg ; New York : Springer, [2013]

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Description 1 online resource Series Advances in intelligent systems and computing ; 198 Advances in intelligent systems and computing ; 198. Contents How to Visualize Large Data Sets? / Barbara Hammer, Andrej Gisbrecht, Alexander Schulz -- On-Line Relational SOM for Dissimilarity Data / Madalina Olteanu, Nathalie Villa-Vialaneix -- Non-Euclidean Principal Component Analysis and Oja's Learning Rule -- Theoretical Aspects / Michael Biehl, Marika Kästner, Mandy Lange -- Classification of Chain-Link and Other Data with Spherical SOM / Masaaki Ohkita, Heizo Tokutaka, Makoto Ohki -- Unsupervised Weight-Based Cluster Labeling for Self-Organizing Maps / Willem S. van Heerden, Andries P. Engelbrecht -- Controlling Self-Organization and Handling Missing Values in SOM and GTM / Tommi Vatanen, Ilari T. Nieminen, Timo Honkela -- Opposite Maps for Hard Margin Support Vector Machines / Ajalmar R. da Rocha Neto, Guilherme A. Barreto -- Intuitive Volume Exploration through Spherical Self-Organizing Map / Naimul Mefraz Khan, Matthew Kyan, Ling Guan Using SOM as a Tool for Automated Design of Clustering Systems Based on Fuzzy Predicates / Gustavo J. Meschino, Diego S. Comas -- From Forced to Natural Competition in a Biologically Plausible Neural Network / Francisco Javier Ropero Peláez, Antonio Carlos Godoi -- Sparse Coding Neural Gas Applied to Image Recognition / Horia Coman, Erhardt Barth, Thomas Martinetz -- Hand Tracking with an Extended Self-Organizing Map / Andreea State, Foti Coleca, Erhardt Barth -- Trajectory Analysis on Spherical Self-Organizing Maps with Application to Gesture Recognition / Artur Oliva Gonsales, Matthew Kyan -- Image Representation Using the Self-Organizing Map / Leandro A. Silva, Bruno Pazzinato, Orlando B. Coelho -- Inverse Halftoning by Means of Self-Organizing Maps / Flavio Moreira da Costa, Sidnei Alves de Araújo -- Restoration Model with Inference Capability of Self-Organizing Maps / Michiharu Maeda Improvements in the Visualization of Segmented Areas of Patterns of Dynamic Laser Speckle / Lucía I. Passoni, Ana Lucía Dai Pra, Adriana Scandurra -- Online Visualization of Prototypes and Receptive Fields Produced by LVQ Algorithms / David Nova, Pablo A. Estévez -- Efficient Approximations of Kernel Robust Soft LVQ / Daniela Hofmann, Andrej Gisbrecht, Barbara Hammer -- Gradient Based Learning in Vector Quantization Using Differentiable Kernels / Thomas Villmann, Sven Haase, Marika Kästner -- Nonlinear Time Series Analysis by Using Gamma Growing Neural Gas / Pablo A. Estévez, Jorge R. Vergara -- Robust Regional Modeling for Nonlinear System Identification Using Self-Organizing Maps / Amauri H. de Souza Junior, Francesco Corona -- Learning Embedded Data Structure with Self-Organizing Maps / Edson C. Kitani, Emilio Del-Moral-Hernandez Enhancing NLP Tasks by the Use of a Recent Neural Incremental Clustering Approach Based on Cluster Data Feature Maximization / Jean-Charles Lamirel, Ingrid Falk, Claire Gardent -- Combining Neural Clustering with Intelligent Labeling and Unsupervised Bayesian Reasoning in a Multiview Context for Efficient Diachronic Analysis / Jean-Charles Lamirel -- Lexical Recount between Factor Analysis and Kohonen Map: Mathematical Vocabulary of Arithmetic in the Vernacular Language of the Late Middle Ages / Nicolas Bourgeois, Marie Cottrell, Benjamin Déruelle -- Computational Study of Stylistics: Visualizing the Writing Style with Self-Organizing Maps / Antonio Neme, Sergio Hernández, Teresa Dey, Abril Muñoz -- Verification of Metabolic Syndrome Checkup Data with a Self-Organizing Map (SOM): Towards a Simple Judging Tool / Heizo Tokutaka, Masaaki Ohkita, Nobuhiko Kasezawa Analysis of Farm Profitability and the Weighted Upscaling System Using the Self-Organizing Map / Mika Sulkava, Maria Yli-Heikkilä, Arto Latukka -- Professional Trajectories of Workers Using Disconnected Self-Organizing Maps / Etienne Côme, Marie Cottrell, Patrice Gaubert -- Understanding Firms' International Growth: A Proposal via Self Organizing Maps / Marina Resta, Riccardo Spinelli -- Short Circuit Incipient Fault Detection and Supervision in a Three-Phase Induction Motor with a SOM-Based Algorithm / David Coelho, Claudio Medeiros -- The Finnish Car Rejection Reasons Shown in an Interactive SOM Visualization Tool / Jaakko Talonen, Mika Sulkava, Miki Sirola -- A Model for Mortality Forecasting Based on Self Organizing Maps / Marina Resta, Marina Ravera -- Paths of Wellbeing on Self-Organizing Maps / Krista Lagus, Tommi Vatanen, Oili Kettunen -- Exploring Social Systems Dynamics with SOM Variants / Marina Resta Summary 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 Bibliography Includes bibliographical references and index Notes Print version record Subject Neural networks (Computer science) -- Congresses Self-organizing maps -- Congresses Self-organizing systems -- Congresses COMPUTERS -- Neural Networks. Ingénierie. Neural networks (Computer science) Self-organizing maps Self-organizing systems Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Estévez, Pablo A Príncipe, J. C. (José C.) Zegers, Pablo ISBN 9783642352300 3642352308

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