Foundations of statistical natural language processing
Foundations of statistical natural language processing
A review of web searching studies and a framework for future research
Journal of the American Society for Information Science and Technology
Information Retrieval
Understanding user goals in web search
Proceedings of the 13th international conference on World Wide Web
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Detecting dominant locations from search queries
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Personalizing search via automated analysis of interests and activities
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
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)
A large-scale evaluation and analysis of personalized search strategies
Proceedings of the 16th international conference on World Wide Web
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
Varying approaches to topical web query classification
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Opinion Mining and Sentiment Analysis
Foundations and Trends 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
Survey and evaluation of query intent detection methods
Proceedings of the 2009 workshop on Web Search Click Data
Identification of ambiguous queries in web search
Information Processing and Management: an International Journal
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
Sources of evidence for vertical selection
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Predicting user interests from contextual information
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Context transfer in search advertising
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
From "Dango" to "Japanese Cakes": Query Reformulation Models and Patterns
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
What happens after an ad click?: quantifying the impact of landing pages in web advertising
Proceedings of the 18th ACM conference on Information and knowledge management
PQC: personalized query classification
Proceedings of the 18th ACM conference on Information and knowledge management
Classification-based resource selection
Proceedings of the 18th ACM conference on Information and knowledge management
Phrase clustering for discriminative learning
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 2 - Volume 2
Gazpacho and summer rash: lexical relationships from temporal patterns of web search queries
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Classification-enhanced ranking
Proceedings of the 19th international conference on World wide web
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
Learning to combine discriminative classifiers: confidence based
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining Historic Query Trails to Label Long and Rare Search Engine Queries
ACM Transactions on the Web (TWEB)
Learning recurrent event queries for web search
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Learning query ambiguity models by using search logs
Journal of Computer Science and Technology
Query classification using Wikipedia
International Journal of Intelligent Information and Database Systems
Query reformulation mining: models, patterns, and applications
Information Retrieval
Piggyback: using search engines for robust cross-domain named entity recognition
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Exploring wikipedia's category graph for query classification
AIS'11 Proceedings of the Second international conference on Autonomous and intelligent systems
Acquiring knowledge about human goals from Search Query Logs
Information Processing and Management: an International Journal
Proceedings of the 20th ACM international conference on Information and knowledge management
Which should we try first? ranking information resources through query classification
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Mining test oracles of web search engines
ASE '11 Proceedings of the 2011 26th IEEE/ACM International Conference on Automated Software Engineering
A feature-free search query classification approach using semantic distance
Expert Systems with Applications: An International Journal
Mining query subtopics from search log data
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Hierarchical target type identification for entity-oriented queries
Proceedings of the 21st ACM international conference on Information and knowledge management
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The KDD-Cup 2005 Competition was held in conjunction with the Eleventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. The task of the KDD-Cup 2005 competition was to classify 800,000 internet user search queries into 67 predefined categories. This task is easy to understand, but the lack of straightforward training set, subjective user intents of queries, poor information in short queries, and high noise level make the task very challenge.In this paper, we summarize the competition task, the evaluation method, and the results of the competition. Here we only highlight some key techniques used in submitted solutions. The technical details of the solutions from the three award winning teams are available in their papers separately in this issue of SIGKDD Explorations. At the end, we also share the results of a survey conducted with this year's Cup participants. To facilitate research in this area, the task description, data, answer set, and related information of this KDD-Cup are published at the KDD-Cup 2005 web site: http://www.acm.org/sigs/sigkdd/kdd2005/kddcup.html.