Web usage mining for Web site evaluation
Communications of the ACM
Automatic personalization based on Web usage mining
Communications of the ACM
Agglomerative clustering of a search engine query log
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
A vector space model for automatic indexing
Communications of the ACM
Modern Information Retrieval
LPMiner: An Algorithm for Finding Frequent Itemsets Using Length-Decreasing Support Constraint
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Analysis of navigation behaviour in web sites integrating multiple information systems
The VLDB Journal — The International Journal on Very Large Data Bases
Frequent term-based text clustering
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Log Mining to Improve the Performance of Site Search
WISEW '02 Proceedings of the Third International Conference on Web Information Systems Engineering (Workshops) - (WISEw'02)
Phrase-based Document Similarity Based on an Index Graph Model
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Query type classification for web document retrieval
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PageCluster: Mining conceptual link hierarchies from Web log files for adaptive Web site navigation
ACM Transactions on Internet Technology (TOIT)
Web personalization integrating content semantics and navigational patterns
Proceedings of the 6th annual ACM international workshop on Web information and data management
Query chains: learning to rank from implicit feedback
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Set-based vector model: An efficient approach for correlation-based ranking
ACM Transactions on Information Systems (TOIS)
A comparison of implicit and explicit links for web page classification
Proceedings of the 15th international conference on World Wide Web
A content and structure website mining model
Proceedings of the 15th international conference on World Wide Web
Query-driven document partitioning and collection selection
InfoScale '06 Proceedings of the 1st international conference on Scalable information systems
Learn from web search logs to organize search results
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Improving search engines by query clustering
Journal of the American Society for Information Science and Technology
Adaptive web sites: an AI challenge
IJCAI'97 Proceedings of the 15th international joint conference on Artifical intelligence - Volume 1
A website mining model centered on user queries
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Automatically Maintained Domain Knowledge: Initial Findings
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
A generalized Co-HITS algorithm and its application to bipartite graphs
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Entropy-biased models for query representation on the click graph
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Annotation of URLs: more than the sum of parts
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Characterizing commercial intent
Proceedings of the 18th ACM conference on Information and knowledge management
Exploiting query views for static index pruning in web search engines
Proceedings of the 18th ACM conference on Information and knowledge management
Image annotation using clickthrough data
Proceedings of the ACM International Conference on Image and Video Retrieval
Report on the TrebleCLEF query log analysis workshop 2009
ACM SIGIR Forum
ACM Transactions on Information Systems (TOIS)
Reliability and effectiveness of clickthrough data for automatic image annotation
Multimedia Tools and Applications
Moving towards adaptive search in digital libraries
NLP4DL'09/AT4DL'09 Proceedings of the 2009 international conference on Advanced language technologies for digital libraries
Query-Sets++: a scalable approach for modeling web sites
SPIRE'11 Proceedings of the 18th international conference on String processing and information retrieval
ACM Transactions on Information Systems (TOIS)
Journal of Computer and System Sciences
Dynamical user networking and profiling based on activity streams for enhanced social learning
ICWL'11 Proceedings of the 10th international conference on Advances in Web-Based Learning
Automatically adapting the context of an intranet query
FDIA'08 Proceedings of the 2nd BCS IRSG conference on Future Directions in Information Access
Cache-Based Query Processing for Search Engines
ACM Transactions on the Web (TWEB)
Learning activity sharing and individualized recommendation based on dynamical correlation discovery
ICWL'12 Proceedings of the 11th international conference on Advances in Web-Based Learning
An Investigation of User Behaviour Consistency for Context-Aware Information Retrieval Systems
International Journal of Advanced Pervasive and Ubiquitous Computing
User correlation discovery and dynamical profiling based on social streams
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Multimedia Tools and Applications
Annotation for free: video tagging by mining user search behavior
Proceedings of the 21st ACM international conference on Multimedia
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
Image search by graph-based label propagation with image representation from DNN
Proceedings of the 21st ACM international conference on Multimedia
Personal and Ubiquitous Computing
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In this paper we present a new document representation model based on implicit user feedback obtained from search engine queries. The main objective of this model is to achieve better results in non-supervised tasks, such as clustering and labeling, through the incorporation of usage data obtained from search engine queries. This type of model allows us to discover the motivations of users when visiting a certain document. The terms used in queries can provide a better choice of features, from the user's point of view, for summarizing the Web pages that were clicked from these queries. In this work we extend and formalize as "query model" an existing but not very well known idea of "query view" for document representation. Furthermore, we create a novel model based on "frequent query patterns" called the "query-set model". Our evaluation shows that both "query-based" models outperform the vector-space model when used for clustering and labeling documents in a website. In our experiments, the query-set model reduces by more than 90% the number of features needed to represent a set of documents and improves by over 90% the quality of the results. We believe that this can be explained because our model chooses better features and provides more accurate labels according to the user's expectations.