Author | Allinson, Nigel. author |
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Title | Advances in Self-Organising Maps [electronic resource] / by Nigel Allinson, Hujun Yin, Lesley Allinson, Jon Slack |
Imprint | London : Springer London, 2001 |
Connect to | http://dx.doi.org/10.1007/978-1-4471-0715-6 |
Descript | IX, 289 p. 40 illus. online resource |
Towards an information-theoretic approach to kernel-based topographic map formation -- A statistical tool to assess the reliability of self-organising maps -- A SOM association network -- A supervised self-organising map for structured data -- Human gait analysis using SOM -- Exploring financial crises data with self-organising maps (SOM) -- Analysing health inequalities using SOM -- Integrating contextual information into text document clustering with self-organising maps -- Self-organising Internet semantic network -- Recursive learning rules for SOMs -- Induced Voronoรฏ kernels for principal manifolds approximation -- Visualisation induced SOM (ViSOM) -- An approach to automated interpretation of SOM -- VQ-based clustering algorithm of piecewise-dependant-data -- Adaptive subspace encoders using stochastic vector quantisers -- SHAPESOM -- A new interpolation algorithm employing a self organising map -- SOM-based exploratory analysis of gene expression data -- Exploring power transformer database using self-organising maps (SOM) and minimal spanning tree (MST) -- Recent advances with the growing hierarchical self-organising Map -- Self-organising maps of web link information -- A design method of DNA chips using self-organising maps -- Multi-dimensional self-organising maps on massively parallel hardware -- A new method of Hough transform by using SOM with input vector transformation -- Estimating relevant input dimensions for self-organising algorithms -- An overview on unsupervised learning from data mining perspective -- Recursive self-organising maps -- An investigation into catastrophic interference on a SOM network -- A topography-preserving latent variable model with learning metrics -- Vector quantisation with ?-observable neighbors -- Dynamic vector quantisation of speech -- Optimisation of electronic parts mounting machines using SOM-TSP method with 5 dimensional data -- Self-organising maps for condition assessment of paper insulated cables -- An essay in classifying self-organising maps for temporal sequence processing -- Evaluating SOM-based models in text classification tasks for the Greek language -- Nonlinear blind source separation using SOMs and applications to image denoising -- Signal-based feature extraction and SOM based dimension reduction in a vibration monitoring microsystem -- Author index