Algorithms for clustering data
Algorithms for clustering data
A self-organizing semantic map for information retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Neural navigation interfaces for information retrieval: are they more than an appealing idea?
Artificial Intelligence Review
A graphical, self-organizing approach to classifying electronic meeting output
Journal of the American Society for Information Science
Map displays for information retrieval
Journal of the American Society for Information Science
Exploration of text collections with hierarchical feature maps
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Convergence and ordering of Kohonen's batch map
Neural Computation
Latent semantic indexing: a probabilistic analysis
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Information forage through adaptive visualization
Proceedings of the third ACM conference on Digital libraries
Foundations of statistical natural language processing
Foundations of statistical natural language processing
The ecological approach to text visualization
Journal of the American Society for Information Science - Speical issue on integrating mutiple overlapping metadata standards
Medical Data Mining on the Internet: Research on a Cancer Information System
Artificial Intelligence Review - Special issue on data mining on the Internet
Statistical Language Learning
Self-Organizing Maps
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Text Retrieval Using Self-Organized Document Maps
Neural Processing Letters
Internet search using adaptive visualization
CHI '99 Extended Abstracts on Human Factors in Computing Systems
An Efficiently Focusing Large Vocabulary Language Model
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Very Large Two-Level SOM for the Browsing of Newsgroups
ICANN 96 Proceedings of the 1996 International Conference on Artificial Neural Networks
Visualization for the document space
VIS '92 Proceedings of the 3rd conference on Visualization '92
ProbMap -- A probabilistic approach for mapping large document collections
Intelligent Data Analysis
Self organization of a massive document collection
IEEE Transactions on Neural Networks
Finding useful fuzzy concepts for pattern classification using genetic algorithm
Information Sciences: an International Journal
Spherical self-organizing map using efficient indexed geodesic data structure
Neural Networks - 2006 Special issue: Advances in self-organizing maps--WSOM'05
Mining spatial association rules in image databases
Information Sciences: an International Journal
Text mining techniques for patent analysis
Information Processing and Management: an International Journal
Two-level Clustering of Web Sites Using Self-Organizing Maps
Neural Processing Letters
Preference-Function Algorithm: a novel approach for selection of the users' preferred websites
International Journal of Business Intelligence and Data Mining
Internet agents who structure concept formation using kernel self-organising maps
International Journal of Web Engineering and Technology
Storyline-based summarization for news topic retrospection
Decision Support Systems
Mining fuzzy association rules from questionnaire data
Knowledge-Based Systems
Supervised Textual Document Classification Using Neuronal Group Learning
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
An online document clustering technique for short web contents
Pattern Recognition Letters
Adaptive Web SitesA Knowledge Extraction from Web Data Approach
Proceedings of the 2008 conference on Adaptive Web Sites: A Knowledge Extraction from Web Data Approach
Descriptive Answer Clustering System for Immediate Feedback
Proceedings of the 2007 conference on Supporting Learning Flow through Integrative Technologies
Concept Mining with Self-Organizing Maps for the Semantic Web
WSOM '09 Proceedings of the 7th International Workshop on Advances in Self-Organizing Maps
Generic title labeling for clustered documents
Expert Systems with Applications: An International Journal
Analysis of frequencies of packet traffics using self organizing maps
MACMESE'09 Proceedings of the 11th WSEAS international conference on Mathematical and computational methods in science and engineering
Visual integration tool for heterogeneous data type by unified vectorization
IRI'09 Proceedings of the 10th IEEE international conference on Information Reuse & Integration
Estimating the size and evolution of categorised topics in web directories
Web Intelligence and Agent Systems
From Keyword Search to Exploration: Designing Future Search Interfaces for the Web
Foundations and Trends in Web Science
Data management by self-organizing maps
WCCI'08 Proceedings of the 2008 IEEE world conference on Computational intelligence: research frontiers
Adaptive nonlinear manifolds and their applications to pattern recognition
Information Sciences: an International Journal
On document classification with self-organising maps
ICANNGA'09 Proceedings of the 9th international conference on Adaptive and natural computing algorithms
Visualization of the packet flows using self organizing maps
WSEAS Transactions on Information Science and Applications
Building a dynamic classifier for large text data collections
ADC '10 Proceedings of the Twenty-First Australasian Conference on Database Technologies - Volume 104
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Proceedings of the 20th international conference companion on World wide web
Scalable dynamic self-organising maps for mining massive textual data
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Self-organising maps in document classification: a comparison with six machine learning methods
ICANNGA'11 Proceedings of the 10th international conference on Adaptive and natural computing algorithms - Volume Part I
Topographic measure based on external criteria for self-organizing map
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
An immune network for contextual text data clustering
ICARIS'06 Proceedings of the 5th international conference on Artificial Immune Systems
Implementing a chinese character browser using a topography-preserving map
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Toward generic title generation for clustered documents
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
A parallel method for computing rough set approximations
Information Sciences: an International Journal
Evaluation of user comprehension of a novel visual search interface
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
Neighborhood rough sets for dynamic data mining
International Journal of Intelligent Systems
Expert Systems with Applications: An International Journal
Probability-based text clustering algorithm by alternately repeating two operations
Journal of Information Science
Knowledge discovery in inspection reports of marine structures
Expert Systems with Applications: An International Journal
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A viable alternative to the traditional text-mining methods is the WEBSOM, a software system based on the Self-Organizing Map (SOM) principle. Prior to the searching or browsing operations, this method orders a collection of textual items, say, documents according to their contents, and maps them onto a regular two-dimensional array of map units. Documents that are similar on the basis of their whole contents will be mapped to the same or neighboring map units, and at each unit there exist links to the document database. Thus, while the searching can be started by locating those documents that match best with the search expression, further relevant search results can be found on the basis of the pointers stored at the same or neighboring map units, even if they did not match the search criterion exactly. This work contains an overview to the WEBSOM method and its performance, and as a special application, the WEBSOM map of the texts of Encyclopaedia Britannica is described.