Estévez, Pablo A.
[Editor];
Príncipe, José C.
[Other];
Zegers, Pablo
[Editor]
;
Universidad de Chile Departamento de Ingeniería Eléctrica,
WSOM 9 2012 Santiago de Chile
Advances in self-organizing maps
: 9th international workshop ; WSOM 2012 Santiago, Chile, December 12-14, 2012 ; proceedings ;
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Media type:
Book;
Conference Proceedings
Title:
Advances in self-organizing maps
:
9th international workshop ; WSOM 2012 Santiago, Chile, December 12-14, 2012 ; proceedings ;
Contains:
How to Visualize Large Data Sets?
/ Barbara Hammer, Andrej Gisbrecht, Alexander Schulz
Using SOM as a Tool for Automated Design of Clustering Systems Based on Fuzzy Predicates
/ Gustavo J. Meschino, Diego S. Comas
Improvements in the Visualization of Segmented Areas of Patterns of Dynamic Laser Speckle
/ Lucía I. Passoni, Ana Lucía Dai Pra, Adriana Scandurra
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
Analysis of Farm Profitability and the Weighted Upscaling System Using the Self-Organizing Map
/ Mika Sulkava, Maria Yli-Heikkilä, Arto Latukka
On-Line Relational SOM for Dissimilarity Data
/ Madalina Olteanu, Nathalie Villa-Vialaneix
Non-Euclidean Principal Component Analysis and Oja's Learning RuleTheoretical 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.
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.
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.
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.
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.
Footnote:
Organized by the Department of Electrical Engineering, University of Chile
Literaturangaben
Description:
"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."--Back cover blurb