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  OnLine Relational SOM for Dissimilarity Data / Madalina Olteanu, Nathalie VillaVialaneix  NonEuclidean Principal Component Analysis and Oja's Learning Rule  Theoretical Aspects / Michael Biehl, Marika Kästner, Mandy Lange  Classification of ChainLink and Other Data with Spherical SOM / Masaaki Ohkita, Heizo Tokutaka, Makoto Ohki  Unsupervised WeightBased Cluster Labeling for SelfOrganizing Maps / Willem S. van Heerden, Andries P. Engelbrecht  Controlling SelfOrganization 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 SelfOrganizing 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 SelfOrganizing Map / Andreea State, Foti Coleca, Erhardt Barth  Trajectory Analysis on Spherical SelfOrganizing Maps with Application to Gesture Recognition / Artur Oliva Gonsales, Matthew Kyan  Image Representation Using the SelfOrganizing Map / Leandro A. Silva, Bruno Pazzinato, Orlando B. Coelho  Inverse Halftoning by Means of SelfOrganizing Maps / Flavio Moreira da Costa, Sidnei Alves de Araújo  Restoration Model with Inference Capability of SelfOrganizing 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 SelfOrganizing Maps / Amauri H. de Souza Junior, Francesco Corona  Learning Embedded Data Structure with SelfOrganizing Maps / Edson C. Kitani, Emilio DelMoralHernandez 

Enhancing NLP Tasks by the Use of a Recent Neural Incremental Clustering Approach Based on Cluster Data Feature Maximization / JeanCharles Lamirel, Ingrid Falk, Claire Gardent  Combining Neural Clustering with Intelligent Labeling and Unsupervised Bayesian Reasoning in a Multiview Context for Efficient Diachronic Analysis / JeanCharles 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 SelfOrganizing Maps / Antonio Neme, Sergio Hernández, Teresa Dey, Abril Muñoz  Verification of Metabolic Syndrome Checkup Data with a SelfOrganizing Map (SOM): Towards a Simple Judging Tool / Heizo Tokutaka, Masaaki Ohkita, Nobuhiko Kasezawa 

Analysis of Farm Profitability and the Weighted Upscaling System Using the SelfOrganizing Map / Mika Sulkava, Maria YliHeikkilä, Arto Latukka  Professional Trajectories of Workers Using Disconnected SelfOrganizing 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 ThreePhase Induction Motor with a SOMBased 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 SelfOrganizing Maps / Krista Lagus, Tommi Vatanen, Oili Kettunen  Exploring Social Systems Dynamics with SOM Variants / Marina Resta 
Summary 
Selforganizing 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 SelfOrganizing Maps (WSOM 2012) held at the Universidad de Chile, Santiago, Chile, on December 1214, 2012. The workshop brought together researchers and practitioners in the field of selforganizing 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


Selforganizing maps  Congresses


Selforganizing systems  Congresses


COMPUTERS  Neural Networks.


Ingénierie.


Neural networks (Computer science)


Selforganizing maps


Selforganizing 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 
