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Author Workshop on Self-Organizing Maps (8th : 2011 : Espoo, Finland)

Title Advances in self-organizing maps : 8th international workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011 : proceedings / Jorma Laaksonen, Timo Honkela (eds.)
Published Heidelberg : Springer, ©2011


Description 1 online resource (xii, 368 pages) : illustrations
Series Lecture notes in computer science, 0302-9743 ; 6731
LNCS sublibrary. SL 1, Theoretical computer science and general issues
Lecture notes in computer science ; 6731. 0302-9743
LNCS sublibrary. SL 1, Theoretical computer science and general issues.
Contents Machine generated contents note: Plenaries -- Topographic Mapping of Dissimilarity Data / Xibin Zhu -- Contextually Self-Organized Maps of Chinese Words / Hongbing Xing -- Financial and Societal Applications -- Assessing the Efficiency of Health Care Providers: A SOM Perspective / Marina Resta -- Fuzzy Clustering of the Self-Organizing Map: Some Applications on Financial Time Series / Tomas Eklund -- Self Organizing Maps as Models of Social Processes: The Case of Electoral Preferences / Omar Neme -- Theory and Methodology -- EnvSOM: A SOM Algorithm Conditioned on the Environment for Clustering and Visualization / Jaakko Hollmen -- Spectral Clustering as an Automated SOM Segmentation Tool / Kadim Tasdemir -- Sparse Functional Relevance Learning in Generalized Learning Vector Quantization / Marika Kastner -- Relevance Learning in Unsupervised Vector Quantization Based on Divergences / Thomas Villmann -- Requirements for the Learning of Multiple Dynamics / Kazuhiro Tokunaga -- Growing Graph Network Based on an Online Gaussian Mixture Model / Kazuhiro Tokunaga -- Evolving a Self-Organizing Feature Map for Visual Object Tracking / Andre Luis V. Coelho -- Topographic Measure Based on External Criteria for Self-Organizing Map / Masayuki Numao -- Influence of Learning Rates and Neighboring Functions on Self-Organizing Maps / Olga Kurasova -- Gamma-Filter Self-Organizing Neural Networks for Time Series Analysis / Rodrigo Hernandez -- Applications of Data Mining and Analysis -- Self-Organizing Maps of Nutrition, Lifestyle and Health Situation in the World / Timo Honkela -- Mining the City Data: Making Sense of Cities with Self-Organizing Maps / Antonio Neme -- Discussion on Visual Interactive Data Exploration Using Self-Organizing Maps / Gunther Heidemann -- Design of a Structured 3D SOM as a Music Archive / Sean Manalili
Note continued: Novel Bioinformatics Strategy to Predict Directional Changes of Influenza A Virus Genome Sequences / Takashi Abe -- Language Processing and Document Analysis -- Impairment and Rehabilitation in Bilingual Aphasia: A SOM-Based Model / Risto Miikkulainen -- Gaussian Selection Using Self-Organizing Map for Automatic Speech Recognition / Hugo Van Hamme -- Self Organizing Maps in NLP: Exploration of Coreference Feature Space / Hinrich Schutze -- On Wires and Cables: Content Analysis of WikiLeaks Using Self-Organising Maps / Andreas Rauber -- Media Map: A Multilingual Document Map with a Design Interface / Juhani Tenhunen -- New Label Maximization Based Incremental Neural Clustering Approach: Application to Text Clustering / Ghada Safi -- SOM-Based Analysis of Early Prosodic Acquisition of English by Brazilian Learners: Preliminary Results / Guilherme A. Barreto -- Visualization and Image Processing -- General Framework for Dimensionality Reduction for Large Data Sets / Bassam Mokbel -- Considering Spatialization Aspects When Positioning Input Vectors on Self-Organizing Map Output Grids / Tonio Fincke -- Aircraft Engine Fleet Monitoring Using Self-Organizing Maps and Edit Distance / Jerome Lacaille -- Classification Using Topologically Preserving Spherical Self-Organizing Maps / Matashige Oyabu -- Visualizing Patterns in the Air Quality in Mexico City with Self-Organizing Maps / Leticia Hernandez -- Decision of Class Borders on a Spherical SOM with Non-equal Class Distributions / Heizo Tokutaka -- Analysing the Structure of Semantic Concepts in Visual Databases / Jorma Laaksonen -- Mapping of the 3D Objects Using Computer Generated Hologram SOM / Masanori Nakakuni -- Analysing the Similarity of Album Art with Self-Organising Maps / Rudolf Mayer
Summary This book constitutes the refereed proceedings of the 8th International Workshop on Self-Organizing Maps, WSOM 2011, held in Espoo, Finland, in June 2011. The 36 revised full papers presented were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on plenaries; financial and societal applications; theory and methodology; applications of data mining and analysis; language processing and document analysis; and visualization and image processing
Bibliography Includes bibliographical references and index
Subject Neural networks (Computer science) -- Congresses
Self-organizing maps -- Congresses
Self-organizing systems -- Congresses
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 Laaksonen, Jorma.
Honkela, Timo.
ICANN (Conference : European Neural Network Society) (21st : 2011 : Espoo, Finland)
ISBN 9783642215667
Other Titles WSOM 2011