Automatic text processing
Subsymbolic natural language processing: an integrated model of scripts, lexicon, and memory
Subsymbolic natural language processing: an integrated model of scripts, lexicon, and memory
Journal of the American Society for Information Science
A graphical, self-organizing approach to classifying electronic meeting output
Journal of the American Society for Information Science
Self-Organizing Maps
Personalized spiders for web search and analysis
Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
CI Spider: a tool for competitive intelligence on the web
Decision Support Systems
Design and evaluation of a multi-agent collaborative Web mining system
Decision Support Systems - Web retrieval and mining
A Lightweight Protocol between Digital Libraries and Visualization Systems
Visual Interfaces to Digital Libraries [JCDL 2002 Workshop]
The New Review of Hypermedia and Multimedia - Hypermedia and the world wide web
Combining preference- and content-based approaches for improving document clustering effectiveness
Information Processing and Management: an International Journal
COPLINK: visualization and collaboration for law enforcement
dg.o '02 Proceedings of the 2002 annual national conference on Digital government research
Building a scientific knowledge web portal: the NanoPort experience
Decision Support Systems
Journal of Management Information Systems
Journal of Management Information Systems
Research in Information Systems: An Empirical Study of Diversity in the Discipline and Its Journals
Journal of Management Information Systems
Information space partitioning using adaptive Voronoi diagrams
Information Visualization
A collaborative filtering-based approach to personalized document clustering
Decision Support Systems
A Latent Semantic Indexing-based approach to multilingual document clustering
Decision Support Systems
Managing Word Mismatch Problems in Information Retrieval: A Topic-Based Query Expansion Approach
Journal of Management Information Systems
Preserving User Preferences in Automated Document-Category Management: An Evolution-Based Approach
Journal of Management Information Systems
Combining preference- and content-based approaches for improving document clustering effectiveness
Information Processing and Management: an International Journal
Visualizing web search results using glyphs: Design and evaluation of a flower metaphor
ACM Transactions on Management Information Systems (TMIS)
Digital Investigation: The International Journal of Digital Forensics & Incident Response
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The Kohonen Self-Organizing Map (SOM) is an unsupervised learning technique for summarizing high-dimensional data so that similar inputs are, in general, mapped close to one another. When applied to textual data, SOM has been shown to be able to group together related concepts in a data collection and to present major topics within the collection with larger regions. This article presents research in which we sought to validate these properties of SOM, called the Proximity and Size Hypotheses, through a user evaluation study. Building upon our previous research in automatic concept generation and classification, we demonstrated that the Kohonen SOM was able to perform concept clustering effectively, based on its concept precision and recall7 scores as judged by human experts. We also demonstrated a positive relationship between the size of an SOM region and the number of documents contained in the region. We believe this research has established the Kohonen SOM algorithm as an intuitively appealing and promising neural-network-based textual classification technique for addressing part of the longstanding "information overload" problem.