Advances in Self-Organizing Maps: 8th International Workshop, WSOM 2011, Espoo, Finland, June 13-15, 2011. Proceedings
Jorma Laaksonen, Timo Honkela
Springer Science & Business Media, Jun 3, 2011 - Computers - 368 pages
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.
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Aalto University algorithm analysis annotation applied approach Artificial Neural Networks Berlin Heidelberg 2011 class distribution codebook vectors codons component planes computational concepts core cube coreference cost function data points data set data vectors decision borders defined dimensionality reduction dissimilarity documents dynamics envSOM equation Euclidean distance evaluation feature vectors Gaussian function genres Heidelberg histograms hologram Honkela Eds IEEE input vectors interaction k-means kernel keypoints Kohonen Laaksonen labels learning rate linear LNCS machine learning matching matrix measure member Gaussians method neighborhood function neighbors neural gas Neural Networks neurons nodes noun object optimization Organizing Maps parameters patterns pollutants projects proposed prototypes quantization error relevance learning represent selected Self-Organizing Maps semantic sequences shown similar SOM-based SOMs spectral clustering Springer Springer-Verlag Berlin Heidelberg techniques topographic mapping topology TRECVID U-matrix units update variables vector quantization Vesanto weight vector WikiLeaks words WSOM