Convergence and ordering of Kohonen's batch map
Neural Computation
Self-Organizing Maps
Comparing Self-Organizing Maps
ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
A nonlinear projection method based on Kohonen's topology preserving maps
IEEE Transactions on Neural Networks
On the Generalization Ability of GRLVQ Networks
Neural Processing Letters
Self-Organizing Maps of Position Weight Matrices for Motif Discovery in Biological Sequences
Artificial Intelligence Review
Recursive self-organizing network models
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Online algorithm for the self-organizing map of symbol strings
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Computer Vision and Image Understanding
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Fast algorithm and implementation of dissimilarity self-organizing maps
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
TreeSOM: cluster analysis in the self-organizing map
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Magnification control for batch neural gas
Neurocomputing
A hybrid SOM-kMER model for data visualization and classification
International Journal of Hybrid Intelligent Systems
A neural clustering and classification system for sales forecasting of new apparel items
Applied Soft Computing
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
KI '07 Proceedings of the 30th annual German conference on Advances in Artificial Intelligence
Patch Relational Neural Gas --- Clustering of Huge Dissimilarity Datasets
ANNPR '08 Proceedings of the 3rd IAPR workshop on Artificial Neural Networks in Pattern Recognition
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III
Patch clustering for massive data sets
Neurocomputing
Median Topographic Maps for Biomedical Data Sets
Similarity-Based Clustering
Clustering Hierarchical Data Using Self-Organizing Map: A Graph-Theoretical Approach
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Clustering with Swarm Algorithms Compared to Emergent SOM
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
International Journal of Knowledge Engineering and Soft Data Paradigms
Computer Vision and Image Understanding
Median fuzzy c-means for clustering dissimilarity data
Neurocomputing
Speeding up the dissimilarity self-organizing maps by branch and bound
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
A new adaptation of self-organizing map for dissimilarity data
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Neural gas clustering for dissimilarity data with continuous prototypes
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Soft topographic map for clustering and classification of bacteria
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Data management by self-organizing maps
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Topographic mapping of large dissimilarity data sets
Neural Computation
Probabilistic self-organizing maps for qualitative data
Neural Networks
SOMIX: motifs discovery in gene regulatory sequences using self-organizing maps
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Relational generative topographic mapping
Neurocomputing
A semi-supervised tool for clustering accounting databases with applications to internal controls
Expert Systems with Applications: An International Journal
Topographic mapping of dissimilarity data
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Linear time heuristics for topographic mapping of dissimilarity data
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Prototype-based classification of dissimilarity data
IDA'11 Proceedings of the 10th international conference on Advances in intelligent data analysis X
Component selection system for green supply chain
Expert Systems with Applications: An International Journal
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
Clustering very large dissimilarity data sets
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Reliable hierarchical clustering with the self-organizing map
IDA'05 Proceedings of the 6th international conference on Advances in Intelligent Data Analysis
Multispecies gene entropy estimation, a data mining approach
ICDM'06 Proceedings of the 6th Industrial Conference on Data Mining conference on Advances in Data Mining: applications in Medicine, Web Mining, Marketing, Image and Signal Mining
ANNPR'06 Proceedings of the Second international conference on Artificial Neural Networks in Pattern Recognition
Approximation techniques for clustering dissimilarity data
Neurocomputing
Soft topographic maps for clustering and classifying bacteria using housekeeping genes
Advances in Artificial Neural Systems
Neural networks in production control
CSCC'11 Proceedings of the 2nd international conference on Circuits, Systems, Communications & Computers
White box classification of dissimilarity data
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
A self-organizing map for transactional data and the related categorical domain
Applied Soft Computing
Patch processing for relational learning vector quantization
ISNN'12 Proceedings of the 9th international conference on Advances in Neural Networks - Volume Part I
Essentials of the self-organizing map
Neural Networks
Kernel robust soft learning vector quantization
ANNPR'12 Proceedings of the 5th INNS IAPR TC 3 GIRPR conference on Artificial Neural Networks in Pattern Recognition
Fuzzy lattice reasoning for pattern classification using a new positive valuation function
Advances in Fuzzy Systems
Data analysis of (non-)metric proximities at linear costs
SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
Self-Organizing Hidden Markov Model Map (SOHMMM)
Neural Networks
Learning vector quantization for (dis-)similarities
Neurocomputing
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The self-organizing map (SOM) represents an open set of input samples by a topologically organized, finite set of models. In this paper, a new version of the SOM is used for the clustering, organization, and visualization of a large database of symbol sequences (viz. protein sequences). This method combines two principles: the batch computing version of the SOM, and computation of the generalized median of symbol strings.