Visual information systems: the power of graphics and video
Visual information systems: the power of graphics and video
Self-organization and associative memory: 3rd edition
Self-organization and associative memory: 3rd edition
A neural algorithm for document clustering
Information Processing and Management: an International Journal - Special issue on parallel processing and 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
Constant interaction-time scatter/gather browsing of very large document collections
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
TileBars: visualization of term distribution information in full text information access
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Query expansion using local and global document analysis
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Reexamining the cluster hypothesis: scatter/gather on retrieval results
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
A graphical, self-organizing approach to classifying electronic meeting output
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
Web document clustering: a feasibility demonstration
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Grouper: a dynamic clustering interface to Web search results
WWW '99 Proceedings of the eighth international conference on World Wide Web
The use of phrases from query texts in information retrieval (poster session)
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Explorations in Automatic Thesaurus Discovery
Explorations in Automatic Thesaurus Discovery
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Automatic Labeling of Self-Organizing Maps: Making a Treasure-Map Reveal Its Secrets
PAKDD '99 Proceedings of the Third Pacific-Asia Conference on Methodologies for Knowledge Discovery and Data Mining
DEXA '00 Proceedings of the 11th International Workshop on Database and Expert Systems Applications
Visualizing World-Wide Web Search Engine Results
IV '99 Proceedings of the 1999 International Conference on Information Visualisation
Adaptive information retrieval: machine learning in associative networks (connectionist, free-text, browsing, feedback)
Identifying link farm spam pages
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Site level noise removal for search engines
Proceedings of the 15th international conference on World Wide Web
MASACAD: A Multiagent-Based Approach to Information Customization
IEEE Intelligent Systems
A study of results overlap and uniqueness among major web search engines
Information Processing and Management: an International Journal
The Visual Exploration ofWeb Search Results Using HotMap
IV '06 Proceedings of the conference on Information Visualization
Dynamic Visualization and Navigation of Semantic Virtual Environments
IV '06 Proceedings of the conference on Information Visualization
Semantic Map Based Web Search Result Visualization
IV '07 Proceedings of the 11th International Conference Information Visualization
PEx-WEB: Content-based Visualization of Web Search Results
IV '08 Proceedings of the 2008 12th International Conference Information Visualisation
CubanSea: Cluster-Based Visualization of Search Results
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Growing Self-Organizing Map with cross insert for mixed-type data clustering
Applied Soft Computing
Journal of Biomedical Informatics
Expert Systems with Applications: An International Journal
| Hi-index | 0.02 |
To combat information overload, systems that are often referred to as information customization systems are needed. Such systems act on the user's behalf and can rely on existing information services like search engines that do the resource-intensive part of the work. These systems will be sufficiently lightweight to run on an average PC and serve as personal assistants. Since such an assistant has relatively modest resource requirements it can reside on an individual user's machine. If the assistant resides on the user's machine, there is no need to turn down intelligence. The system can have substantial local intelligence. In this paper, we propose an information customization system that combines meta-search and unsupervised learning. A meta-search engine simultaneously searches multiple search engines and returns a single list of results. The results retrieved by this engine can be highly relevant, since it is usually grabbing the first items from the relevancy-ranked list of hits returned by the individual search engines. The Kohonen Feature Map is then used to construct a self-organizing semantic map such that documents of similar contents are placed close to one another.