On the stationary state of Kohonen's self-organizing sensory mapping
Biological Cybernetics
Cortical computational maps for auditory imaging
Neural Networks
Competitive learning algorithms for vector quantization
Neural Networks
Introduction to the theory of neural computation
Introduction to the theory of neural computation
Neural computation and self-organizing maps: an introduction
Neural computation and self-organizing maps: an introduction
Self-organizing maps
Adaptive learning method in self-organizing map for edge preserving vector quantization
IEEE Transactions on Neural Networks
Asymptotic level density in topological feature maps
IEEE Transactions on Neural Networks
Optimal adaptive k-means algorithm with dynamic adjustment of learning rate
IEEE Transactions on Neural Networks
Faithful representation of separable distributions
Neural Computation
Kernel-based equiprobabilistic topographic map formation
Neural Computation
Kalman filter implementation of self-organizing feature maps
Neural Computation
Building Adaptive Basis Functions with a Continuous Self-OrganizingMap
Neural Processing Letters
Extensions and modifications of the Kohenen-SOM and applications in remote sensing image analysis
Self-Organizing neural networks
Hill-Climbing, Density-Based Clustering and Equiprobabilistic Topographic Maps
Journal of VLSI Signal Processing Systems
Data Mining and Knowledge Discovery in Medical Applications Using Self-Organizing Maps
ISMDA '00 Proceedings of the First International Symposium on Medical Data Analysis
Neural maps in remote sensing image analysis
Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences
Magnification Control in Self-Organizing Maps and Neural Gas
Neural Computation
Magnification control for batch neural gas
Neurocomputing
A hybrid SOM-kMER model for data visualization and classification
International Journal of Hybrid Intelligent Systems
Visualizing and classifying data using a hybrid intelligent system
AIKED'06 Proceedings of the 5th WSEAS International Conference on Artificial Intelligence, Knowledge Engineering and Data Bases
Carto-SOM: cartogram creation using self-organizing maps
International Journal of Geographical Information Science
Learning Highly Structured Manifolds: Harnessing the Power of SOMs
Similarity-Based Clustering
Cartograms, Self-Organizing Maps, and Magnification Control
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Magnification control in winner relaxing neural gas
Neurocomputing
Computer Science - Research and Development
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The magnification exponents μ occurring in adaptive map formation algorithms like Kohonen's self-organizing feature map deviate for the information theoretically optimal value μ = 1 as well as from the values that optimize, e.g., the mean square distortion error (μ = 1/3 for one-dimensional maps). At the same time, models for categorical perception such as the "perceptual magnet" effect, which are based on topographic maps, require negative magnification exponents μ