Advances in Self-Organizing Maps

Table of Contents

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   Book Overview
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   Chapter 1 How to Visualize Large Data Sets?
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   Chapter 2 On-Line Relational SOM for Dissimilarity Data
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   Chapter 3 Advances in Self-Organizing Maps
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   Chapter 4 Classification of Chain-Link and Other Data with Spherical SOM
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   Chapter 5 Unsupervised Weight-Based Cluster Labeling for Self-Organizing Maps
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   Chapter 6 Controlling Self-Organization and Handling Missing Values in SOM and GTM
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   Chapter 7 Opposite Maps for Hard Margin Support Vector Machines
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   Chapter 8 Intuitive Volume Exploration through Spherical Self-Organizing Map
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    Chapter 9 Using SOM as a Tool for Automated Design of Clustering Systems Based on Fuzzy Predicates
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    Chapter 10 From Forced to Natural Competition in a Biologically Plausible Neural Network
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    Chapter 11 Sparse Coding Neural Gas Applied to Image Recognition
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    Chapter 12 Hand Tracking with an Extended Self-Organizing Map
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    Chapter 13 Trajectory Analysis on Spherical Self-Organizing Maps with Application to Gesture Recognition
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    Chapter 14 Image Representation Using the Self-Organizing Map
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    Chapter 15 Inverse Halftoning by Means of Self-Organizing Maps
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    Chapter 16 Restoration Model with Inference Capability of Self-Organizing Maps
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    Chapter 17 Improvements in the Visualization of Segmented Areas of Patterns of Dynamic Laser Speckle
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    Chapter 18 Online Visualization of Prototypes and Receptive Fields Produced by LVQ Algorithms
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    Chapter 19 Efficient Approximations of Kernel Robust Soft LVQ
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    Chapter 20 Gradient Based Learning in Vector Quantization Using Differentiable Kernels
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    Chapter 21 Nonlinear Time Series Analysis by Using Gamma Growing Neural Gas
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    Chapter 22 Robust Regional Modeling for Nonlinear System Identification Using Self-Organizing Maps
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    Chapter 23 Learning Embedded Data Structure with Self-Organizing Maps
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    Chapter 24 Enhancing NLP Tasks by the Use of a Recent Neural Incremental Clustering Approach Based on Cluster Data Feature Maximization
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    Chapter 25 Combining Neural Clustering with Intelligent Labeling and Unsupervised Bayesian Reasoning in a Multiview Context for Efficient Diachronic Analysis
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    Chapter 26 Lexical Recount between Factor Analysis and Kohonen Map: Mathematical Vocabulary of Arithmetic in the Vernacular Language of the Late Middle Ages
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    Chapter 27 Computational Study of Stylistics: Visualizing the Writing Style with Self-Organizing Maps
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    Chapter 28 Verification of Metabolic Syndrome Checkup Data with a Self-Organizing Map (SOM): Towards a Simple Judging Tool
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    Chapter 29 Analysis of Farm Profitability and the Weighted Upscaling System Using the Self-Organizing Map
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    Chapter 30 Professional Trajectories of Workers Using Disconnected Self-Organizing Maps
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    Chapter 31 Advances in Self-Organizing Maps
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    Chapter 32 Short Circuit Incipient Fault Detection and Supervision in a Three-Phase Induction Motor with a SOM-Based Algorithm
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    Chapter 33 The Finnish Car Rejection Reasons Shown in an Interactive SOM Visualization Tool
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    Chapter 34 A Model for Mortality Forecasting Based on Self Organizing Maps
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    Chapter 35 Paths of Wellbeing on Self-Organizing Maps
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    Chapter 36 Exploring Social Systems Dynamics with SOM Variants