The vocabulary problem in human-system communication
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SimRank: a measure of structural-context similarity
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Query Expansion by Mining User Logs
IEEE Transactions on Knowledge and Data Engineering
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Time-dependent semantic similarity measure of queries using historical click-through data
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Event detection from evolution of click-through data
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Log-based indexing to improve web site search
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SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Random walks on the click graph
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Learning ontology for personalized video retrieval
Workshop on multimedia information retrieval on The many faces of multimedia semantics
A study about browsers in the Web and the Desktop
EATIS '07 Proceedings of the 2007 Euro American conference on Telematics and information systems
Improving website search with server log analysis and multiple evidence combination
International Journal of Web and Grid Services
Mining the search trails of surfing crowds: identifying relevant websites from user activity
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Using the wisdom of the crowds for keyword generation
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Online learning from click data for sponsored search
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Leveraging popular destinations to enhance Web search interaction
ACM Transactions on the Web (TWEB)
Logsonomy - social information retrieval with logdata
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
How people recall, recognize, and reuse search results
ACM Transactions on Information Systems (TOIS)
Query-log mining for detecting spam
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
Query suggestion using hitting time
Proceedings of the 17th ACM conference on Information and knowledge management
Boosting the ranking function learning process using clustering
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Ranking Web Pages from User Perspectives of Social Bookmarking Sites
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Subjectively Related Association Term Discovery towards Personalized Web Information Retrieval
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Predicting the News of Tomorrow Using Patterns in Web Search Queries
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Efficient multiple-click models in web search
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Using query logs and click data to create improved document descriptions
Proceedings of the 2009 workshop on Web Search Click Data
Modeling individual cognitive structure in contextual information retrieval
Computers & Mathematics with Applications
A survey on session detection methods in query logs and a proposal for future evaluation
Information Sciences: an International Journal
Access concentration detection in click logs to improve mobile Web-IR
Information Sciences: an International Journal
Click chain model in web search
Proceedings of the 18th international conference on World wide web
Identification of factors predicting clickthrough in Web searching using neural network analysis
Journal of the American Society for Information Science and Technology
Nullification test collections for web spam and SEO
Proceedings of the 5th International Workshop on Adversarial Information Retrieval on the Web
Topic-Level Random Walk through Probabilistic Model
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Combination of Documents Features Based on Simulated Click-through Data
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Query-page intention matching using clicked titles and snippets to boost search rankings
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
BBM: bayesian browsing model from petabyte-scale data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Personalized retrieval of sports video based on multi-modal analysis and user preference acquisition
Multimedia Tools and Applications
Good abandonment in mobile and PC internet search
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Smoothing clickthrough data for web search ranking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Modeling contextual factors of click rates
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Hierarchical location and topic based query expansion
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 2
Personalization of tagging systems
Information Processing and Management: an International Journal
Are Clickthroughs Useful for Image Labelling?
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
sDoc: exploring social wisdom for document enhancement in web mining
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PQC: personalized query classification
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Predicting the conversion probability for items on C2C ecommerce sites
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Feature engineering on event-centric surrogate documents to improve search results
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A machine learning approach for improved BM25 retrieval
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An analysis framework for search sequences
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Personalization as a service: the architecture and a case study
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Semantic tagging of web search queries
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
Query Expansion Based on Query Log and Small World Characteristic
WISE '09 Proceedings of the 10th International Conference on Web Information Systems Engineering
Classifying Images with Image and Text Search Clickthrough Data
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Using word-sense disambiguation methods to classify web queries by intent
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Proceedings of the international conference on Multimedia information retrieval
A3CRank: An adaptive ranking method based on connectivity, content and click-through data
Information Processing and Management: an International Journal
Optimal rare query suggestion with implicit user feedback
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Sampling high-quality clicks from noisy click data
Proceedings of the 19th international conference on World wide web
Bayesian Browsing Model: Exact Inference of Document Relevance from Petabyte-Scale Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
Click-graph modeling for facet attribute estimation of web search queries
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
Click prediction for product search on C2C web sites
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Fractional similarity: cross-lingual feature selection for search
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Discovering missing click-through query language information for web search
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Reranking search results for sparse queries
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Toward traffic-driven location-based web search
Proceedings of the 20th ACM international conference on Information and knowledge management
A Survey of Automatic Query Expansion in Information Retrieval
ACM Computing Surveys (CSUR)
Computer Networks: The International Journal of Computer and Telecommunications Networking
The role of query sessions in extracting instance attributes from web search queries
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
DS'05 Proceedings of the 8th international conference on Discovery Science
Relevance feedback using weight propagation
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A probabilistic topic model with social tags for query reformulation in informational search
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part I
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
A unified context model for web image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Cognitive Systems Research
A novel term weighting scheme based on discrimination power obtained from past retrieval results
Information Processing and Management: an International Journal
Evaluating implicit judgments from image search clickthrough data
Journal of the American Society for Information Science and Technology
A probabilistic mixture model for mining and analyzing product search log
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Mining search and browse logs for web search: A Survey
ACM Transactions on Intelligent Systems and Technology (TIST) - Survey papers, special sections on the semantic adaptive social web, intelligent systems for health informatics, regular papers
Finding synonyms and other semantically-similar terms from coselection data
AWC '13 Proceedings of the First Australasian Web Conference - Volume 144
Fidelity, Soundness, and Efficiency of Interleaved Comparison Methods
ACM Transactions on Information Systems (TOIS)
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The performance of web search engines may often deteriorate due to the diversity and noisy information contained within web pages. User click-through data can be used to introduce more accurate description (metadata) for web pages, and to improve the search performance. However, noise and incompleteness, sparseness, and the volatility of web pages and queries are three major challenges for research work on user click-through log mining. In this paper, we propose a novel iterative reinforced algorithm to utilize the user click-through data to improve search performance. The algorithm fully explores the interrelations between queries and web pages, and effectively finds "virtual queries" for web pages and overcomes the challenges discussed above. Experiment results on a large set of MSN click-through log data show a significant improvement on search performance over the naive query log mining algorithm as well as the baseline search engine.