International Workshop on Self-Organizing Maps : Proceedings

Artikel

• A comparison between dissimilarity SOM and kernel SOM for clustering the vertices of a graph

  Nathalie Villa, Fabrice Rossi

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• A news-based financial time series discretization

  Danilo Di Stefano, Valentino Pediroda

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• Accelerating Relational Clustering Algorithms With Sparse Prototype Representation

  Fabrice Rossi, Alexander Hasenfuß, Barbara Hammer

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• Advanced metric adaptation in Generalized LVQ for classification of mass spectrometry data

  Petra Schneider, Michael Biehl, Frank-Michael Schleif, Barbara Hammer

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• An Adaptive Multidimensional Scaling and Principled Nonlinear Manifold

  Hujun Yin

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• An Energy Function-Based Optimization of Matching Parameters and Reference Vectors in SOR Network

  Hideaki Misawa, Takeshi Yamakawa

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• Application of SOM in a health evaluation system

  Heizo Tokutaka, Yoshio Maniwa, P. K. Kihato, Kikuo Fujimura, Masaaki Ohkita

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• Characterization of Genetic Signal Sequences with Batch-Learning SOM

  Takashi Abe, Shun Ikeda, Shigehiko Kanaya, Kennosuke Wada, Toshimichi Ikemura

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• Class imaging of hyperspectral satellite remote sensing data using FLSOM

  Thomas Villmann, Frank-Michael Schleif, E. Merenyi, M. Strickert, Barbara Hammer

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• Classification of similar productivity zones in the sugar cane culture using clustering of SOM component planes based on the SOM distance matrix

  Miguel Arturo Barreto Sanz, Andres Pérez-Uribe

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• Cluster Analysis using Spherical SOM

  Heizo Tokutaka, P. K. Kihato, Kikuo Fujimura, Masaaki Ohkita

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• Component Selection for the Metro Visualisation of the Self-Organising Map

  Robert Neumayer, Rudolf Mayer, Andreas Rauber

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• Composition of Self Organizing Maps for Adaptive Mesh Construction on Complex-shaped Domains

  Olga Nechaeva

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• Decision Manifolds: Classification Inspired by Self-Organization

  Georg Pölzlbauer, Thomas Lidy, Andreas Rauber

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• Description of Input Patterns by Linear Mixtures of SOM Models

  Teuvo Kohonen

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• Detection of ambiguous patterns in a SOM based recognition system: application to handwritten numeral classification

  Leticia Maria Seijas, Enrique Carlos Segura

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• Detection of Anomalies and Novelties in Time Series with Self-Organizing Networks

  Leonardo Aguayo, Guilherme A. Barreto

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• Dimensionality Reduction of very large document collections by Semantic Mapping

  Renato Fernandes Corrêa, Teresa Bernarda Ludermir

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• Dynamical Equilibrium, trajectories study in an economical system : the case of the labor market

  Patrick Letrémy, Marie Cottrell, Patrice Gaubert, Joseph Rynkiewicz

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• Emergence in Self Organizing Feature Maps

  Alfred Ultsch

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• Failure detection and separation in SOM based decision support

  Miki Sirola, Golan Lampi, Jukka Parviainen

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• Fixed point rules for heteroscedastic Gaussian kernel-based topographic map formation

  Marc M. Van Hulle

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• Functional SOM for variable-length signal windows

  Arnaud De Decker, Gael De Lannoy, Michel Verleysen

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• GalSOM - Colour-Based Image Browsing and Retrieval with Tree-Structured Self-Organising Maps

  Philip Prentis

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• Genome feature exploration using hyperbolic Self-Organising Maps

  Christian Martin, Naryttza N. Diaz, Jörg Ontrup, Tim W. Nattkemper

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• Improving the H2MLVQ algorithm by the Cross Entropy Method

  Abderrahmane Boubezoul, Sébastien Paris, Mustapha Ouladsine

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• In the quest of specific-domain ontology components for the semantic web

  J. R. G. Pulido, S. B. F. Flores, P. D. Reyes, R. A. Diaz, J. J. C. Castillo

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• Indices to Evaluate Self-Organizing Maps for Structures

  Jochen J. Steil, Alessandro Sperduti

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• Intraday trading rules based on Self Organizing Maps

  Marina Resta

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• Label Propagation for Semi-Supervised Learning in Self-Organizing Maps

  Lutz Herrmann, Alfred Ultsch

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• Learning Vector Quantization: generalization ability and dynamics of competing prototypes

  Aree Witoelar, Michael Biehl, Barbara Hammer

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• Local Adaptive Receptive Field Self-Organizing Map for Image Segmentation

  Aluizio R. F. Araújo, Diogo C. Costa

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• Mapping of the Genome Sequence Using Two-stage Self Organizing Maps

  Hiroshi Dozono, Takeshi Takahashi

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• Modular Network SOM and Self-Organizing Homotopy Network as a Foundation for Brain-like Intelligence

  Tetsuo Furukawa

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• Path finding on a spherical SOM using the distance transform and floodplain analysis

  Michael Bui, Masahiro Takatsuka

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• Self-Organisation of Neural Topologies by Evolutionary Reinforcement Learning

  Nils T. Siebel, Jochen Krause, Gerald Sommer

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• Self-Organized Ordering of Terms and Documents in NSF Awards Data

  Mikaela Klami, Timo Honkela

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• Self-organizing homotopy network

  Tetsuo Furukawa

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• Self-Organizing Map with False Neighbor Degree between Neurons for Effective Self-Organization

  Haruna Matsushita, Yoshifumi Nishio

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• Self-Organizing Word Map for Context-Based Document Classification

  Nikolaos Tsimboukakis, George Tambouratzis

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• Single pass clustering for large data sets

  Nikolai Alex, Barbara Hammer, Frank Klawonn

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• Sleep Spindle Detection by Using Merge Neural Gas

  Pablo A. Estévez, Ricardo Zilleruelo-Ramos, Rodrigo Hernández, Leonardo Causa, Claudio M. Held

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• SOM-based experience representation for Dextrous Grasping

  Jan Frederik Steffen, Robert Haschke, Helge Ritter

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• SOM-based Peptide Prototyping for Mass Spectrometry Peak Intensity Prediction

  Alexandra Scherbart, Wiebke Timm, Sebastian Böcker, Tim W. Nattkemper

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• Speaker Identification by BYY Automatic Local Factor Analysis based Three-Level Voting Combination

  Lei Shi, Dingsheng Luo, Lei Xu

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• Task Segmentation in a Mobile Robot by mnSOM and Hierarchical Clustering

  Muhammad Aziz Muslim, Masumi Ishikawa, Tetsuo Furukawa

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• The activation frequency self-organizing map

  Antonio Neme, Pedro Miramontes

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• The self-organizing map as a visual neighbor retrieval method

  Kristian Nybo, Jarkko Venna, Samuel Kaski

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• Topographic Processing of Relational Data

  Barbara Hammer, Alexander Hasenfuß, Fabrice Rossi, Marc Strickert

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• Transform Learning - Registration of medical images using self organization

  Dietlind Zühlke

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• Variable-Density Self-Organizing Map for Incremental Learning

  Atsushi Shimada, Rin-Ichiro Taniguchi

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• Vessel Extracting Gas - Using self organization in the extraction of vascular trees

  Dietlind Zühlke

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• Video Summarization with SOMs

  Jorma Laaksonen, Markus Koskela, Mats Sjöberg, Ville Viitaniemi, Hannes Muurinen

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• Visual mining in music collections with Emergent SOM

  Sebastian Risi, Fabian Mörchen, Alfred Ultsch, Pascal Lehwark

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