Self-Organizing neural networks
Measures for the organization of self-organizing maps
Self-Organizing neural networks
Extensions and modifications of the Kohenen-SOM and applications in remote sensing image analysis
Self-Organizing neural networks
Blind Source Separation and Equiprobabilistic Topographic Maps
Journal of VLSI Signal Processing Systems
Journal of VLSI Signal Processing Systems
Kernel-based topographic map formation by local density modeling
Neural Computation
Joint entropy maximization in kernel-based topographic maps
Neural Computation
Kernel-based topographic map formation achieved with an information-theoretic approach
Neural Networks - New developments in self-organizing maps
Journal of VLSI Signal Processing Systems
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
Winner-Relaxing Self-Organizing Maps
Neural Computation
Encoding of Categories by Noncategory-Specific Neurons in the Inferior Temporal Cortex
Journal of Cognitive Neuroscience
A hybrid SOM-kMER model for data visualization and classification
International Journal of Hybrid Intelligent Systems
Clustering Quality and Topology Preservation in Fast Learning SOMs
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Gaining insight in domestic violence with Emergent Self Organizing Maps
Expert Systems with Applications: An International Journal
Analyzing Domestic Violence with Topographic Maps: A Comparative Study
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
A New Linear Initialization in SOM for Biomolecular Data
Computational Intelligence Methods for Bioinformatics and Biostatistics
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Investigation of self-organizing map for genetic algorithm
Advances in Engineering Software
Magnification control in winner relaxing neural gas
Neurocomputing
Extraction of an activity pattern language from EEG data
Neurocomputing
Competitive learning by information maximization: eliminating dead neurons in competitive learning
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Improved SOM learning using simulated annealing
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Data management by self-organizing maps
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Divergence-based vector quantization
Neural Computation
Maximizing the ratio of information to its cost in information theoretic competitive learning
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
Gaussian selection using self-organizing map for automatic speech recognition
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Prototype based classification using information theoretic learning
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Interpreting gene profiles from biomedical literature mining with self organizing maps
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Perspectives of self-adapted self-organizing clustering in organic computing
BioADIT'06 Proceedings of the Second international conference on Biologically Inspired Approaches to Advanced Information Technology
On the variants of the self-organizing map that are based on order statistics
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Fuzzy structural classification methods
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Essentials of the self-organizing map
Neural Networks
Self organizing maps for visualization of categories
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
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From the Publisher:Topographic map formation is an important component of both artificial and biological networks, and is emerging as a key topic in the theory of Neural Networks, a popular area of artificial intelligence research. This book discusses in detail, the science behind a computer's ability to self-organize, an area which has important practical applications in data mining and pattern recognition. Written by a well-known researcher in the field and providing an introductory chapter to bring newcomers to the topic up-to-speed, this title provides complete coverage of self-organizing maps.