Advances in Self-Organizing Maps [electronic resource] : 7th International Workshop, WSOM 2009, St. Augustine, FL, USA, June 8-10, 2009. Proceedings / edited by José C. Príncipe, Risto Miikkulainen.

By: Príncipe, José C [editor.]Contributor(s): Miikkulainen, Risto [editor.] | SpringerLink (Online service)Material type: TextTextLanguage: English Series: Lecture Notes in Computer Science: 5629Publisher: Berlin, Heidelberg : Springer Berlin Heidelberg, 2009Description: X, 374 p. online resourceContent type: text Media type: computer Carrier type: online resourceISBN: 9783642023972Subject(s): Computer science | Software engineering | Computer software | Data mining | Artificial intelligence | Computer simulation | Optical pattern recognition | Computer Science | Data Mining and Knowledge Discovery | Artificial Intelligence (incl. Robotics) | Software Engineering | Algorithm Analysis and Problem Complexity | Simulation and Modeling | Pattern RecognitionAdditional physical formats: Printed edition:: No titleDDC classification: 006.312 LOC classification: QA76.9.D343Online resources: Click here to access online
Contents:
Batch-Learning Self-Organizing Map for Predicting Functions of Poorly-Characterized Proteins Massively Accumulated -- Incremental Unsupervised Time Series Analysis Using Merge Growing Neural Gas -- Clustering Hierarchical Data Using Self-Organizing Map: A Graph-Theoretical Approach -- Time Series Clustering for Anomaly Detection Using Competitive Neural Networks -- Fault Prediction in Aircraft Engines Using Self-Organizing Maps -- Incremental Figure-Ground Segmentation Using Localized Adaptive Metrics in LVQ -- Application of Supervised Pareto Learning Self Organizing Maps and Its Incremental Learning -- Gamma SOM for Temporal Sequence Processing -- Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy c-Means -- Clustering with Swarm Algorithms Compared to Emergent SOM -- Cartograms, Self-Organizing Maps, and Magnification Control -- Concept Mining with Self-Organizing Maps for the Semantic Web -- ViSOM for Dimensionality Reduction in Face Recognition -- Early Recognition of Gesture Patterns Using Sparse Code of Self-Organizing Map -- Bag-of-Features Codebook Generation by Self-Organisation -- On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study -- Approaching the Time Dependent Cocktail Party Problem with Online Sparse Coding Neural Gas -- Career-Path Analysis Using Optimal Matching and Self-Organizing Maps -- Network-Structured Particle Swarm Optimizer with Various Topology and Its Behaviors -- Representing Semantic Graphs in a Self-Organizing Map -- Analytic Comparison of Self-Organising Maps -- Modeling the Bilingual Lexicon of an Individual Subject -- Self-Organizing Maps with Non-cooperative Strategies (SOM-NC) -- Analysis of Parliamentary Election Results and Socio-Economic Situation Using Self-Organizing Map -- Line Image Classification by NG×SOM: Application to Handwritten Character Recognition -- Self-Organization of Tactile Receptive Fields: Exploring Their Textural Origin and Their Representational Properties -- Visualization by Linear Projections as Information Retrieval -- Analyzing Domestic Violence with Topographic Maps: A Comparative Study -- On the Finding Process of Volcano-Domain Ontology Components Using Self-Organizing Maps -- Elimination of Useless Neurons in Incremental Learnable Self-Organizing Map -- Hierarchical PCA Using Tree-SOM for the Identification of Bacteria -- Optimal Combination of SOM Search in Best-Matching Units and Map Neighborhood -- Sparse Linear Combination of SOMs for Data Imputation: Application to Financial Database -- Towards Semi-supervised Manifold Learning: UKR with Structural Hints -- Construction of a General Physical Condition Judgment System Using Acceleration Plethysmogram Pulse-Wave Analysis -- Top-Down Control of Learning in Biological Self-Organizing Maps -- Functional Principal Component Learning Using Oja’s Method and Sobolev Norms -- A Computational Framework for Nonlinear Dimensionality Reduction and Clustering -- The Exploration Machine – A Novel Method for Data Visualization -- Generalized Self-Organizing Mixture Autoregressive Model -- An SOM-Hybrid Supervised Model for the Prediction of Underlying Physical Parameters from Near-Infrared Planetary Spectra.
In: Springer eBooksSummary: This book constitutes the refereed proceedings of the 7th International Workshop on Advances in Self-Organizing Maps, WSOM 2009, held in St. Augustine, Florida, in June 2009. The 41 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers deal with topics in the use of SOM in many areas of social sciences, economics, computational biology, engineering, time series analysis, data visualization and theoretical computer science.
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Batch-Learning Self-Organizing Map for Predicting Functions of Poorly-Characterized Proteins Massively Accumulated -- Incremental Unsupervised Time Series Analysis Using Merge Growing Neural Gas -- Clustering Hierarchical Data Using Self-Organizing Map: A Graph-Theoretical Approach -- Time Series Clustering for Anomaly Detection Using Competitive Neural Networks -- Fault Prediction in Aircraft Engines Using Self-Organizing Maps -- Incremental Figure-Ground Segmentation Using Localized Adaptive Metrics in LVQ -- Application of Supervised Pareto Learning Self Organizing Maps and Its Incremental Learning -- Gamma SOM for Temporal Sequence Processing -- Fuzzy Variant of Affinity Propagation in Comparison to Median Fuzzy c-Means -- Clustering with Swarm Algorithms Compared to Emergent SOM -- Cartograms, Self-Organizing Maps, and Magnification Control -- Concept Mining with Self-Organizing Maps for the Semantic Web -- ViSOM for Dimensionality Reduction in Face Recognition -- Early Recognition of Gesture Patterns Using Sparse Code of Self-Organizing Map -- Bag-of-Features Codebook Generation by Self-Organisation -- On the Quantization Error in SOM vs. VQ: A Critical and Systematic Study -- Approaching the Time Dependent Cocktail Party Problem with Online Sparse Coding Neural Gas -- Career-Path Analysis Using Optimal Matching and Self-Organizing Maps -- Network-Structured Particle Swarm Optimizer with Various Topology and Its Behaviors -- Representing Semantic Graphs in a Self-Organizing Map -- Analytic Comparison of Self-Organising Maps -- Modeling the Bilingual Lexicon of an Individual Subject -- Self-Organizing Maps with Non-cooperative Strategies (SOM-NC) -- Analysis of Parliamentary Election Results and Socio-Economic Situation Using Self-Organizing Map -- Line Image Classification by NG×SOM: Application to Handwritten Character Recognition -- Self-Organization of Tactile Receptive Fields: Exploring Their Textural Origin and Their Representational Properties -- Visualization by Linear Projections as Information Retrieval -- Analyzing Domestic Violence with Topographic Maps: A Comparative Study -- On the Finding Process of Volcano-Domain Ontology Components Using Self-Organizing Maps -- Elimination of Useless Neurons in Incremental Learnable Self-Organizing Map -- Hierarchical PCA Using Tree-SOM for the Identification of Bacteria -- Optimal Combination of SOM Search in Best-Matching Units and Map Neighborhood -- Sparse Linear Combination of SOMs for Data Imputation: Application to Financial Database -- Towards Semi-supervised Manifold Learning: UKR with Structural Hints -- Construction of a General Physical Condition Judgment System Using Acceleration Plethysmogram Pulse-Wave Analysis -- Top-Down Control of Learning in Biological Self-Organizing Maps -- Functional Principal Component Learning Using Oja’s Method and Sobolev Norms -- A Computational Framework for Nonlinear Dimensionality Reduction and Clustering -- The Exploration Machine – A Novel Method for Data Visualization -- Generalized Self-Organizing Mixture Autoregressive Model -- An SOM-Hybrid Supervised Model for the Prediction of Underlying Physical Parameters from Near-Infrared Planetary Spectra.

This book constitutes the refereed proceedings of the 7th International Workshop on Advances in Self-Organizing Maps, WSOM 2009, held in St. Augustine, Florida, in June 2009. The 41 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers deal with topics in the use of SOM in many areas of social sciences, economics, computational biology, engineering, time series analysis, data visualization and theoretical computer science.

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