Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Experiment with a hierarchical text categorization method on the WIPO-alpha patent collection
ISUMA '03 Proceedings of the 4th International Symposium on Uncertainty Modelling and Analysis
Building bridges for web query classification
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Query enrichment for web-query classification
ACM Transactions on Information Systems (TOIS)
Automatic classification of Web queries using very large unlabeled query logs
ACM Transactions on Information Systems (TOIS)
ACM SIGKDD Explorations Newsletter
Robust classification of rare queries using web knowledge
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Search advertising using web relevance feedback
Proceedings of the 17th ACM conference on Information and knowledge management
Analysis of varying approaches to topical web query classification
Proceedings of the 3rd international conference on Scalable information systems
Classifying search queries using the Web as a source of knowledge
ACM Transactions on the Web (TWEB)
Unsupervised query categorization using automatically-built concept graphs
Proceedings of the 18th international conference on World wide web
Classification-enhanced ranking
Proceedings of the 19th international conference on World wide web
Mining Historic Query Trails to Label Long and Rare Search Engine Queries
ACM Transactions on the Web (TWEB)
A feature-free search query classification approach using semantic distance
Expert Systems with Applications: An International Journal
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In this paper, we present a general solution for the KDD Cup 2005 problem. It uses the Internet as source of knowledge and extends it to categorize very short (less than 5 words) documents with reasonable accuracy. Our approach consists of three main parts: i.) a central knowledge filter ii.) an on-demand web crawler and iii.) a very efficient categorizer system. Our solution obtained Creativity and Precision Runner-up Awards at the competition. The main idea of Ferrety Algorithm can be generalized for mapping one taxonomy to another if training documents are available.