Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
Self-organization and associative memory: 3rd edition
Self-organization and associative memory: 3rd edition
Information Processing and Management: an International Journal
Inference networks for document retrieval
SIGIR '90 Proceedings of the 13th annual international ACM SIGIR conference on Research and development in information retrieval
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
Automatic structuring and retrieval of large text files
Communications of the ACM
A theory of term weighting based on exploratory data analysis
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Restructuring sparse high dimensional data for effective retrieval
Proceedings of the 1998 conference on Advances in neural information processing systems II
A vector space model for automatic indexing
Communications of the ACM
Modern Information Retrieval
Weighted self-organizing maps: incorporating user feedback
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Dynamic self-organizing maps with controlled growth for knowledge discovery
IEEE Transactions on Neural Networks
User Modelling for Interactive User-Adaptive Collection Structuring
Adaptive Multimedial Retrieval: Retrieval, User, and Semantics
Using Graphical Representations to Improve the Usability of Email Clients
Proceedings of the 2008 conference on Knowledge-Based Software Engineering: Proceedings of the Eighth Joint Conference on Knowledge-Based Software Engineering
Growing Self-Organizing Map with cross insert for mixed-type data clustering
Applied Soft Computing
Space-in-time and time-in-space self-organizing maps for exploring spatiotemporal patterns
EuroVis'10 Proceedings of the 12th Eurographics / IEEE - VGTC conference on Visualization
Self-organizing maps with a time-varying structure
ACM Computing Surveys (CSUR)
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In this paper we present an approach to organize and classify e-mails using self-organizing maps. The aim is on the one hand to provide an intuitive visual profile of the considered mailing lists and on the other hand to offer an intuitive navigation tool, were similar e-mails are located close to each other, so that the user can scan easily for e-mails similar in content. To be able to evaluate this approach we have developed a prototypical software tool that imports messages from a mailing list and arranges/groups these e-mails based on a similarity measure. The tool combines conventional keyword search methods with a visualization of the considered e-mail collection. The prototype was developed based on externally growing self-organizing maps, which solve some problems of conventional self-organizing maps and which are computationally viable. Besides the underlying algorithms we present and discuss some system evaluations in order to show the capabilities of the approach.