Comparing Self-Organizing Maps

Overture

Self-Organizing neural networks

Measures for the organization of self-organizing maps

Self-Organizing neural networks

Neighborhood Preservation in Nonlinear Projection Methods: An Experimental Study

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Speech Dimensionality Analysis on Hypercubical Self-Organizing Maps

Neural Processing Letters

How to make large self-organizing maps for nonvectorial data

Neural Networks - New developments in self-organizing maps

Analysis and visualization of gene expression data using self-organizing maps

Neural Networks - New developments in self-organizing maps

Visualisation and comparison of image collections based on self-organised maps

ACSW Frontiers '04 Proceedings of the second workshop on Australasian information security, Data Mining and Web Intelligence, and Software Internationalisation - Volume 32

Content-based image collection profiling and comparison via self-organised maps

Design and application of hybrid intelligent systems

Clustering on-line dynamically constructed handwritten music notation with the self-organising feature map

IEA/AIE'2003 Proceedings of the 16th international conference on Developments in applied artificial intelligence

Content-based image collection summarization and comparison using self-organizing maps

Pattern Recognition

Neural unit shape representation: A new SOM-based visualisation

International Journal of Knowledge-based and Intelligent Engineering Systems

Process Monitoring and Modeling Using the Self-Organizing Map

Integrated Computer-Aided Engineering

Batch kernel SOM and related Laplacian methods for social network analysis

Neurocomputing

Comparison of Genomic Sequences Clustering Using Normalized Compression Distance and Evolutionary Distance

KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part III

An unsupervised method of classifying remotely sensed images using Kohonen self-organizing maps and agglomerative hierarchical clustering methods

International Journal of Remote Sensing

Cluster Analysis of Land-Cover Images Using Automatically Segmented SOMs with Textural Information

IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning

Application of Topology Preserving Ensembles for Sensory Assessment in the Food Industry

IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning

Interpretation of MR images using self-organizing maps and knowledge-based expert systems

Digital Signal Processing

Carto-SOM: cartogram creation using self-organizing maps

International Journal of Geographical Information Science

Ensemble Methods for Boosting Visualization Models

IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence

Micro-SOM: A Linear-Time Multivariate Microaggregation Algorithm Based on Self-Organizing Maps

ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part I

Exploratory analysis of functional data via clustering and optimal segmentation

Neurocomputing

A three-stage approach based on the self-organizing map for satellite image classification

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

A weighted voting summarization of SOM ensembles

Data Mining and Knowledge Discovery

WeVoS-ViSOM: An ensemble summarization algorithm for enhanced data visualization

Neurocomputing

Growing neural gas for vision tasks with time restrictions

ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II

Visualization of cluster changes by comparing self-organizing maps

PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining

Investigating learning parameters in a standard 2-d SOM model to select good maps and avoid poor ones

AI'04 Proceedings of the 17th Australian joint conference on Advances in Artificial Intelligence

A bio-inspired fusion method for data visualization

HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II

2012 Special Issue: Autonomous Growing Neural Gas for applications with time constraint: Optimal parameter estimation

Neural Networks