A Dynamic Adaptive Self-Organising Hybrid Model for Text Clustering
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Web page feature selection and classification using neural networks
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Organizing and visualizing software repositories using the growing hierarchical self-organizing map
Proceedings of the 2005 ACM symposium on Applied computing
Adaptive topological tree structure for document organisation and visualisation
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Large-scale data exploration with the hierarchically growing hyperbolic SOM
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Component-based visual clustering using the self-organizing map
Neural Networks
User modeling for personalized Web search with self-organizing map: Research Articles
Journal of the American Society for Information Science and Technology
User modeling for personalized Web search with self-organizing map: Research Articles
Journal of the American Society for Information Science and Technology
A hierarchical SOM-based intrusion detection system
Engineering Applications of Artificial Intelligence
Market segmentation based on hierarchical self-organizing map for markets of multimedia on demand
Expert Systems with Applications: An International Journal
Web mining based on Growing Hierarchical Self-Organizing Maps: Analysis of a real citizen web portal
Expert Systems with Applications: An International Journal
A method for multilingual text mining and retrieval using growing hierarchical self-organizing maps
Journal of Information Science
Visualized cognitive knowledge map integration for P2P networks
Decision Support Systems
Exploring Fraudulent Financial Reporting with GHSOM
PAISI '09 Proceedings of the Pacific Asia Workshop on Intelligence and Security Informatics
A granular computing framework for self-organizing maps
Neurocomputing
Hierarchical Graphs for Data Clustering
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Eye-Hand Coordination for Reaching in Dorsal Stream Area V6A: Computational Lessons
IWINAC '09 Proceedings of the 3rd International Work-Conference on The Interplay Between Natural and Artificial Computation: Part II: Bioinspired Applications in Artificial and Natural Computation
Probabilistic PCA self-organizing maps
IEEE Transactions on Neural Networks
Multivariate Student-t self-organizing maps
Neural Networks
On Using Adaptive Binary Search Trees to Enhance Self Organizing Maps
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
Combined use of supervised and unsupervised learning for power system dynamic security mapping
Engineering Applications of Artificial Intelligence
Filtering intrusion detection alarms
Cluster Computing
Tree view self-organisation of web content
Neurocomputing
Fusion of self organizing maps
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Topological tree clustering of social network search results
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Spam detection based on a hierarchical self-organizing map
ICIC'09 Proceedings of the Intelligent computing 5th international conference on Emerging intelligent computing technology and applications
Network security using growing hierarchical self-organizing maps
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
A principal components analysis neural gas algorithm for anomalies clustering
WSEAS TRANSACTIONS on SYSTEMS
Probabilistic self-organizing maps for continuous data
IEEE Transactions on Neural Networks
Research of fast SOM clustering for text information
Expert Systems with Applications: An International Journal
Clustering high-dimensional data using growing SOM
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
A clustering algorithm for Chinese text based on SOM neural network and density
ISNN'05 Proceedings of the Second international conference on Advances in neural networks - Volume Part II
Binary tree time adaptive self-organizing map
Neurocomputing
Self-organizing map representation for clustering wikipedia search results
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Multilingual document mining and navigation using self-organizing maps
Information Processing and Management: an International Journal
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part I
Lossy image compression using a GHSOM
IWANN'11 Proceedings of the 11th international conference on Artificial neural networks conference on Advances in computational intelligence - Volume Part II
EnvSOM: a SOM algorithm conditioned on the environment for clustering and visualization
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Gaussian selection using self-organizing map for automatic speech recognition
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Research on CBR system based on data mining
Applied Soft Computing
Growing hierarchical self-organizing map for images hierarchical clustering
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
Clustering massive high dimensional data with dynamic feature maps
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Growing hierarchical principal components analysis self-organizing map
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Robust growing hierarchical self organizing map
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
A cascade of unsupervised and supervised neural networks for natural image classification
CIVR'06 Proceedings of the 5th international conference on Image and Video Retrieval
An extended model on self-organizing map
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Pattern discovery from time series using growing hierarchical self-organizing map
ICONIP'06 Proceedings of the 13 international conference on Neural Information Processing - Volume Part I
Fast growing self organizing map for text clustering
ICONIP'11 Proceedings of the 18th international conference on Neural Information Processing - Volume Part II
Topological tree clustering of web search results
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Self-adaptive and dynamic clustering for online anomaly detection
Expert Systems with Applications: An International Journal
Growing Self-Organizing Map with cross insert for mixed-type data clustering
Applied Soft Computing
A self-organizing map for transactional data and the related categorical domain
Applied Soft Computing
On achieving semi-supervised pattern recognition by utilizing tree-based SOMs
Pattern Recognition
International Journal of Knowledge and Web Intelligence
Self organizing maps for visualization of categories
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part I
A novel self-adaptive clustering algorithm for dynamic data
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Improving Tumor Identification by Using Tumor Markers Classification Strategy
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Cartogram visualization for nonlinear manifold learning models
Data Mining and Knowledge Discovery
Probability-based text clustering algorithm by alternately repeating two operations
Journal of Information Science
Self-organizing maps with a time-varying structure
ACM Computing Surveys (CSUR)
Hierarchical self-organizing networks for multispectral data visualization
IWANN'13 Proceedings of the 12th international conference on Artificial Neural Networks: advences in computational intelligence - Volume Part II
Topological pattern discovery and feature extraction for fraudulent financial reporting
Expert Systems with Applications: An International Journal
Hierarchical Color Quantization Based on Self-organization
Journal of Mathematical Imaging and Vision
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The self-organizing map (SOM) is a very popular unsupervised neural-network model for the analysis of high-dimensional input data as in data mining applications. However, at least two limitations have to be noted, which are related to the static architecture of this model as well as to the limited capabilities for the representation of hierarchical relations of the data. With our novel growing hierarchical SOM (GHSOM) we address both limitations. The GHSOM is an artificial neural-network model with hierarchical architecture composed of independent growing SOMs. The motivation was to provide a model that adapts its architecture during its unsupervised training process according to the particular requirements of the input data. Furthermore, by providing a global orientation of the independently growing maps in the individual layers of the hierarchy, navigation across branches is facilitated. The benefits of this novel neural network are a problem-dependent architecture and the intuitive representation of hierarchical relations in the data. This is especially appealing in explorative data mining applications, allowing the inherent structure of the data to unfold in a highly intuitive fashion.