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8. WSOM 2011: Espoo, Finland
- Jorma Laaksonen, Timo Honkela:
Advances in Self-Organizing Maps - 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings. Lecture Notes in Computer Science 6731, Springer 2011, ISBN 978-3-642-21565-0
Plenaries
- Barbara Hammer
, Andrej Gisbrecht, Alexander Hasenfuss, Bassam Mokbel, Frank-Michael Schleif
Topographic Mapping of Dissimilarity Data. 1-15 - Teuvo Kohonen, Hongbing Xing:
Contextually Self-Organized Maps of Chinese Words. 16-29
Financial and Societal Applications
- Marina Resta
Assessing the Efficiency of Health Care Providers: A SOM Perspective. 30-39 - Peter Sarlin, Tomas Eklund:
Fuzzy Clustering of the Self-Organizing Map: Some Applications on Financial Time Series. 40-50 - Antonio Neme
Self Organizing Maps as Models of Social Processes: The Case of Electoral Preferences. 51-60
Theory and Methodology
- Serafín Alonso
EnvSOM: A SOM Algorithm Conditioned on the Environment for Clustering and Visualization. 61-70 - Kadim Tasdemir:
Spectral Clustering as an Automated SOM Segmentation Tool. 71-78 - Thomas Villmann, Marika Kästner:
Sparse Functional Relevance Learning in Generalized Learning Vector Quantization. 79-89 - Marika Kästner, Andreas Backhaus, Tina Geweniger, Sven Haase, Udo Seiffert
Relevance Learning in Unsupervised Vector Quantization Based on Divergences. 90-100 - Takashi Ohkubo, Tetsuo Furukawa, Kazuhiro Tokunaga:
Requirements for the Learning of Multiple Dynamics. 101-110 - Kazuhiro Tokunaga:
Growing Graph Network Based on an Online Gaussian Mixture Model. 111-120 - José Everardo Bessa Maia, Guilherme De A. Barreto
Evolving a Self-Organizing Feature Map for Visual Object Tracking. 121-130 - Ken-ichi Fukui, Masayuki Numao:
Topographic Measure Based on External Criteria for Self-Organizing Map. 131-140 - Pavel Stefanovic
Influence of Learning Rates and Neighboring Functions on Self-Organizing Maps. 141-150 - Pablo A. Estévez
Gamma-Filter Self-Organizing Neural Networks for Time Series Analysis. 151-159
Applications of Data Mining and Analysis
- Yasir Mehmood, Mudassar Abbas, Xi Chen, Timo Honkela:
Self-Organizing Maps of Nutrition, Lifestyle and Health Situation in the World. 160-167 - Omar Neme, Jorge Rafael Gutierrez-Pulido
Mining the City Data: Making Sense of Cities with Self-Organizing Maps. 168-177 - Julia Moehrmann, Andre Burkovski, Evgeny Baranovskiy, Geoffrey-Alexeij Heinze, Andrej Rapoport, Gunther Heidemann:
A Discussion on Visual Interactive Data Exploration Using Self-Organizing Maps. 178-187 - Arnulfo P. Azcarraga, Sean Manalili:
Design of a Structured 3D SOM as a Music Archive. 188-197 - Yuki Iwasaki, Ken-nosuke Wada, Masae Itoh, Toshimichi Ikemura, Takashi Abe:
A Novel Bioinformatics Strategy to Predict Directional Changes of Influenza A Virus Genome Sequences. 198-206
Language Processing and Document Analysis
- Uli Grasemann, Chaleece Sandberg
Impairment and Rehabilitation in Bilingual Aphasia: A SOM-Based Model. 207-217 - Yujun Wang, Hugo Van hamme
Gaussian Selection Using Self-Organizing Map for Automatic Speech Recognition. 218-227 - Andre Burkovski, Wiltrud Kessler, Gunther Heidemann, Hamidreza Kobdani, Hinrich Schütze:
Self Organizing Maps in NLP: Exploration of Coreference Feature Space. 228-237 - Rudolf Mayer, Andreas Rauber:
On Wires and Cables: Content Analysis of WikiLeaks Using Self-Organising Maps. 238-246 - Timo Honkela, Jorma Laaksonen
Media Map: A Multilingual Document Map with a Design Interface. 247-256 - Jean-Charles Lamirel, Raghvendra Mall
A New Label Maximization Based Incremental Neural Clustering Approach: Application to Text Clustering. 257-266 - Ana Cristina C. Silva, Ana Cristina P. Macedo, Guilherme De A. Barreto
A SOM-Based Analysis of Early Prosodic Acquisition of English by Brazilian Learners: Preliminary Results. 267-276
Visualization and Image Processing
- Barbara Hammer
A General Framework for Dimensionality Reduction for Large Data Sets. 277-287 - Tonio Fincke:
Considering Spatialization Aspects When Positioning Input Vectors on Self-Organizing Map Output Grids. 288-297 - Etienne Côme, Marie Cottrell, Michel Verleysen
Aircraft Engine Fleet Monitoring Using Self-Organizing Maps and Edit Distance. 298-307 - Heizo Tokutaka, Masaaki Ohkita, Ying Hai, Kikuo Fujimura, Matashige Oyabu:
Classification Using Topologically Preserving Spherical Self-Organizing Maps. 308-317 - Antonio Neme
Visualizing Patterns in the Air Quality in Mexico City with Self-Organizing Maps. 318-327 - Nobuo Matsuda, Heizo Tokutaka:
Decision of Class Borders on a Spherical SOM with Non-equal Class Distributions. 328-337 - Mats Sjöberg
Analysing the Structure of Semantic Concepts in Visual Databases. 338-347 - Hiroshi Dozono, Asami Tanaka, Shinya Nishijima, Hiroshi Tsukizi, Masanori Nakakuni:
Mapping of the 3D Objects Using Computer Generated Hologram SOM. 348-356 - Rudolf Mayer:
Analysing the Similarity of Album Art with Self-Organising Maps. 357-366
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