Agglomerative clustering of a search engine query log
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Normalized Cuts and Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Clustering user queries of a search engine
Proceedings of the 10th international conference on World Wide Web
Document language models, query models, and risk minimization for information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Optimizing web search using web click-through data
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Evaluating implicit measures to improve web search
ACM Transactions on Information Systems (TOIS)
Accurately interpreting clickthrough data as implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
LA-WEB '05 Proceedings of the Third Latin American Web Congress
Learning user interaction models for predicting web search result preferences
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Improving web search ranking by incorporating user behavior information
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Smoothing document language models with probabilistic term count propagation
Information Retrieval
Using the wisdom of the crowds for keyword generation
Proceedings of the 17th international conference on World Wide Web
Behavioral classification on the click graph
Proceedings of the 17th international conference on World Wide Web
Leveraging popular destinations to enhance Web search interaction
ACM Transactions on the Web (TWEB)
Learning query intent from regularized click graphs
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Talking the talk vs. walking the walk: salience of information needs in querying vs. browsing
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Bypass rates: reducing query abandonment using negative inferences
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Structured Document Retrieval, Multimedia Retrieval, and Entity Ranking Using PF/Tijah
Focused Access to XML Documents
Query-log mining for detecting spam
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
Simrank++: query rewriting through link analysis of the click graph
Proceedings of the VLDB Endowment
Query suggestion using hitting time
Proceedings of the 17th ACM conference on Information and knowledge management
The query-flow graph: model and applications
Proceedings of the 17th ACM conference on Information and knowledge management
Dr. Searcher and Mr. Browser: a unified hyperlink-click graph
Proceedings of the 17th ACM conference on Information and knowledge management
Modeling multi-step relevance propagation for expert finding
Proceedings of the 17th ACM conference on Information and knowledge management
Search trails using user feedback to improve video search
MM '08 Proceedings of the 16th ACM international conference on Multimedia
Wikipedia pages as entry points for book search
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Exploiting Positive and Negative Graded Relevance Assessments for Content Recommendation
WAW '09 Proceedings of the 6th International Workshop on Algorithms and Models for the Web-Graph
Generating unambiguous URL clusters from web search
Proceedings of the 2009 workshop on Web Search Click Data
Query suggestions using query-flow graphs
Proceedings of the 2009 workshop on Web Search Click Data
Consistent phrase relevance measures
Proceedings of the 2nd International Workshop on Data Mining and Audience Intelligence for Advertising
Releasing search queries and clicks privately
Proceedings of the 18th international conference on World wide web
Query Expansion Using External Evidence
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
ViGOR: a grouping oriented interface for search and retrieval in video libraries
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
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
PSkip: estimating relevance ranking quality from web search clickthrough data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
On social networks and collaborative recommendation
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
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
Smoothing clickthrough data for web search ranking
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Automatic video tagging using content redundancy
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Blog distillation using random walks
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
A relevance model based filter for improving ad quality
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
Users, Queries and Documents: A Unified Representation for Web Mining
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
In the Mood to Click? Towards Inferring Receptiveness to Search Advertising
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
PQC: personalized query classification
Proceedings of the 18th ACM conference on Information and knowledge management
ComprehEnRank: estimating comprehension in classroom by absorbing random walks on a cognitive graph
Proceedings of the 18th ACM conference on Information and knowledge management
A machine learning approach for improved BM25 retrieval
Proceedings of the 18th ACM conference on Information and knowledge management
A collaborative filtering approach to ad recommendation using the query-ad click graph
Proceedings of the 18th ACM conference on Information and knowledge management
An analysis framework for search sequences
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
Mining search engine clickthrough log for matching N-gram features
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
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
Discovery of term variation in Japanese web search queries
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Improving quality of training data for learning to rank using click-through data
Proceedings of the third ACM international conference on Web search and data mining
Inferring search behaviors using partially observable Markov (POM) model
Proceedings of the third ACM international conference on Web search and data mining
Proceedings of the international conference on Multimedia information retrieval
Towards rich query interpretation: walking back and forth for mining query templates
Proceedings of the 19th international conference on World wide web
Clustering query refinements by user intent
Proceedings of the 19th international conference on World wide web
Optimal rare query suggestion with implicit user feedback
Proceedings of the 19th international conference on World wide web
Inferring query intent from reformulations and clicks
Proceedings of the 19th international conference on World wide web
Learning with click graph for query intent classification
ACM Transactions on Information Systems (TOIS)
Using clicks as implicit judgments: expectations versus observations
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Use of implicit graph for recommending relevant videos: a simulated evaluation
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Investigating the effectiveness of clickthrough data for document reordering
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
The influence of personalization on tag query length in social media search
Information Processing and Management: an International Journal
Disambiguating identity web references using Web 2.0 data and semantics
Web Semantics: Science, Services and Agents on the World Wide Web
Ready to buy or just browsing?: detecting web searcher goals from interaction data
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Query similarity by projecting the query-flow graph
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Exploiting click-through data for entity retrieval
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Using query context models to construct topical search engines
Proceedings of the third symposium on Information interaction in context
The task-dependent effect of tags and ratings on social media access
ACM Transactions on Information Systems (TOIS)
A Very Fast Method for Clustering Big Text Datasets
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
An asynchronous collaborative search system for online video search
Information Processing and Management: an International Journal
A structured approach to query recommendation with social annotation data
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Reverted indexing for feedback and expansion
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Graph structures and algorithms for query-log analysis
CiE'10 Proceedings of the Programs, proofs, process and 6th international conference on Computability in Europe
Ranking entities using web search query logs
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Using related queries to improve web search results ranking
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
Result enrichment in commerce search using browse trails
Proceedings of the fourth ACM international conference on Web search and data mining
Learning similarity function for rare queries
Proceedings of the fourth ACM international conference on Web search and data mining
Shopping for products you don't know you need
Proceedings of the fourth ACM international conference on Web search and data mining
LambdaMerge: merging the results of query reformulations
Proceedings of the fourth ACM international conference on Web search and data mining
Click-graph modeling for facet attribute estimation of web search queries
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Negative feedback: the forsaken nature available for re-ranking
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Categorising social tags to improve folksonomy-based recommendations
Web Semantics: Science, Services and Agents on the World Wide Web
Web query reformulation using differential evolution
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part II
Effects of Usage-Based Feedback on Video Retrieval: A Simulation-Based Study
ACM Transactions on Information Systems (TOIS)
Improving recommendation for long-tail queries via templates
Proceedings of the 20th international conference on World wide web
Learning to re-rank: query-dependent image re-ranking using click data
Proceedings of the 20th international conference on World wide web
Fast personalized PageRank on MapReduce
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
AutoEval: an evaluation methodology for evaluating query suggestions using query logs
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Towards web search by sentence queries: asking the web for query substitutions
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
Query reformulation mining: models, patterns, and applications
Information Retrieval
A unified representation of web logs for mining applications
Information Retrieval
Index design and query processing for graph conductance search
The VLDB Journal — The International Journal on Very Large Data Bases
Jigs and lures: associating web queries with structured entities
HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1
Synthesizing high utility suggestions for rare web search queries
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Learning a Robust Relevance Model for Search Using Kernel Methods
The Journal of Machine Learning Research
Reliability and effectiveness of clickthrough data for automatic image annotation
Multimedia Tools and Applications
Mining Concept Sequences from Large-Scale Search Logs for Context-Aware Query Suggestion
ACM Transactions on Intelligent Systems and Technology (TIST)
Exploring ant colony optimisation for adaptive interactive search
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
"Tell me more": finding related items from user provided feedback
DS'11 Proceedings of the 14th international conference on Discovery science
Suggestion set utility maximization using session logs
Proceedings of the 20th ACM international conference on Information and knowledge management
Discovering missing click-through query language information for web search
Proceedings of the 20th ACM international conference on Information and knowledge management
Reranking search results for sparse queries
Proceedings of the 20th ACM international conference on Information and knowledge management
Proceedings of the 20th ACM international conference on Information and knowledge management
Assisting web search users by destination reachability
Proceedings of the 20th ACM international conference on Information and knowledge management
ClickRank: Learning Session-Context Models to Enrich Web Search Ranking
ACM Transactions on the Web (TWEB)
Of hammers and nails: an empirical comparison of three paradigms for processing large graphs
Proceedings of the fifth ACM international conference on Web search and data mining
Query suggestion by constructing term-transition graphs
Proceedings of the fifth ACM international conference on Web search and data mining
Probabilistic models for personalizing web search
Proceedings of the fifth ACM international conference on Web search and data mining
Graph-based term weighting for information retrieval
Information Retrieval
Linguistic aggregation methods in blog retrieval
Information Processing and Management: an International Journal
Automatically structuring domain knowledge from text: An overview of current research
Information Processing and Management: an International Journal
Evaluating the effectiveness of search task trails
Proceedings of the 21st international conference on World Wide Web
Are web users really Markovian?
Proceedings of the 21st international conference on World Wide Web
Learning from users' querying experience on intranets
Proceedings of the 21st international conference companion on World Wide Web
Enriching query flow graphs with click information
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Employing document dependency in blog search
Journal of the American Society for Information Science and Technology
A framework for exploring organizational structure in dynamic social networks
Decision Support Systems
A framework for robust discovery of entity synonyms
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Information Retrieval on the Blogosphere
Foundations and Trends in Information Retrieval
Adaptation of the concept hierarchy model with search logs for query recommendation on intranets
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Mining query subtopics from search log data
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Combining implicit and explicit topic representations for result diversification
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Confidence-aware graph regularization with heterogeneous pairwise features
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Detecting and Tracking Topics and Events from Web Search Logs
ACM Transactions on Information Systems (TOIS)
Learning lexicon models from search logs for query expansion
EMNLP-CoNLL '12 Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning
Measuring website similarity using an entity-aware click graph
Proceedings of the 21st ACM international conference on Information and knowledge management
Query recommendation for children
Proceedings of the 21st ACM international conference on Information and knowledge management
SonetRank: leveraging social networks to personalize search
Proceedings of the 21st ACM international conference on Information and knowledge management
Extracting interesting association rules from toolbar data
Proceedings of the 21st ACM international conference on Information and knowledge management
Measuring image distances via embedding in a semantic manifold
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Maximum consistency preferential random walks
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
A modified random walk framework for handling negative ratings and generating explanations
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Evaluating implicit judgments from image search clickthrough data
Journal of the American Society for Information Science and Technology
Robust query rewriting using anchor data
Proceedings of the sixth ACM international conference on Web search and data mining
Learning query and document similarities from click-through bipartite graph with metadata
Proceedings of the sixth ACM international conference on Web search and data mining
Recommending high utility query via session-flow graph
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Exploiting click logs for adaptive intranet navigation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Query expansion using path-constrained random walks
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Exploiting user clicks for automatic seed set generation for entity matching
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
A vlHMM approach to context-aware search
ACM Transactions on the Web (TWEB)
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Annotation for free: video tagging by mining user search behavior
Proceedings of the 21st ACM international conference on Multimedia
Penguins in sweaters, or serendipitous entity search on user-generated content
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
Image search by graph-based label propagation with image representation from DNN
Proceedings of the 21st ACM international conference on Multimedia
Topic modelling of clickthrough data in image search
Multimedia Tools and Applications
Improving contextual advertising by adopting collaborative filtering
ACM Transactions on the Web (TWEB)
Modeling semantic and behavioral relations for query suggestion
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Semantic contextual advertising based on the open directory project
ACM Transactions on the Web (TWEB)
Heterogeneous graph-based intent learning with queries, web pages and Wikipedia concepts
Proceedings of the 7th ACM international conference on Web search and data mining
Learning bilinear model for matching queries and documents
The Journal of Machine Learning Research
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Search engines can record which documents were clicked for which query, and use these query-document pairs as "soft" relevance judgments. However, compared to the true judgments, click logs give noisy and sparse relevance information. We apply a Markov random walk model to a large click log, producing a probabilistic ranking of documents for a given query. A key advantage of the model is its ability to retrieve relevant documents that have not yet been clicked for that query and rank those effectively. We conduct experiments on click logs from image search, comparing our ("backward") random walk model to a different ("forward") random walk, varying parameters such as walk length and self-transition probability. The most effective combination is a long backward walk with high self-transition probability.