Information filtering based on user behavior analysis and best match text retrieval
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Making large-scale support vector machine learning practical
Advances in kernel methods
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
IEEE Internet Computing
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Implicit feedback for inferring user preference: a bibliography
ACM SIGIR Forum
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
Query chains: learning to rank from implicit feedback
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Learning to rank using gradient descent
ICML '05 Proceedings of the 22nd international conference on Machine learning
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
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
Identifying "best bet" web search results by mining past user behavior
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Evaluating the accuracy of implicit feedback from clicks and query reformulations in Web search
ACM Transactions on Information Systems (TOIS)
The influence of caption features on clickthrough patterns in web search
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
Effects of highly agreed documents in relevancy prediction
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Workload sampling for enterprise search evaluation
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Active exploration for learning rankings from clickthrough data
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Fast learning of document ranking functions with the committee perceptron
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
An experimental comparison of click position-bias models
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Finding high-quality content in social media
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
A punishment/reward based approach to ranking
Proceedings of the 2nd international conference on Scalable information systems
Mining the search trails of surfing crowds: identifying relevant websites from user activity
Proceedings of the 17th international conference on World Wide Web
International Journal of Web and Grid Services
Leveraging popular destinations to enhance Web search interaction
ACM Transactions on the Web (TWEB)
How do users find things with PubMed?: towards automatic utility evaluation with user simulations
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
A user browsing model to predict search engine click data from past observations.
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Query expansion using gaze-based feedback on the subdocument level
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Predicting information seeker satisfaction in community question answering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Novelty and diversity in information retrieval evaluation
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Capturing User Interests by Both Exploitation and Exploration
UM '07 Proceedings of the 11th international conference on User Modeling
(Web Search)shared: Social Aspects of a Collaborative, Community-Based Search Network
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A large-scale study of automated web search traffic
AIRWeb '08 Proceedings of the 4th international workshop on Adversarial information retrieval on the web
How does clickthrough data reflect retrieval quality?
Proceedings of the 17th ACM conference on Information and knowledge management
Are click-through data adequate for learning web search rankings?
Proceedings of the 17th ACM conference on Information and knowledge management
Understanding the relationship between searchers' queries and information goals
Proceedings of the 17th ACM conference on Information and knowledge management
Efficient sampling of information in social networks
Proceedings of the 2008 ACM workshop on Search in social media
User language model for collaborative personalized search
ACM Transactions on Information Systems (TOIS)
Enabling Social Navigation on the Web
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
Characterizing the influence of domain expertise on web search behavior
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
Search personalization through query and page topical analysis
User Modeling and User-Adapted Interaction
Usefulness of quality click-through data for training
Proceedings of the 2009 workshop on Web Search Click Data
Modeling information-seeker satisfaction in community question answering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Consistent phrase relevance measures
Proceedings of the 2nd International Workshop on Data Mining and Audience Intelligence for Advertising
A dynamic bayesian network click model for web search ranking
Proceedings of the 18th international conference on World wide web
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
Predicting bounce rates in sponsored search advertisements
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
OLAP on search logs: an infrastructure supporting data-driven applications in search engines
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Improving recommender systems with adaptive conversational strategies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
DataLens: making a good first impression
Proceedings of the 2009 ACM SIGMOD International Conference on Management of data
Learning to Rank for Information Retrieval
Foundations and Trends in Information Retrieval
Modeling contextual factors of click rates
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Models of searching and browsing: languages, studies, and applications
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Estimating Ad Clickthrough Rate through Query Intent Analysis
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
Characterizing commercial intent
Proceedings of the 18th ACM conference on Information and knowledge management
Analyzing and evaluating query reformulation strategies in web search logs
Proceedings of the 18th ACM conference on Information and knowledge management
Post-rank reordering: resolving preference misalignments between search engines and end users
Proceedings of the 18th ACM conference on Information and knowledge management
Personalized social search based on the user's social network
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Exploring relevance for clicks
Proceedings of the 18th ACM conference on Information and knowledge management
Towards a model of implicit feedback for Web search
Journal of the American Society for Information Science and Technology
Using trees to depict a forest
Proceedings of the VLDB Endowment
Automatic Search Engine Performance Evaluation with the Wisdom of Crowds
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Study on the Click Context of Web Search Users for Reliability Analysis
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
A model to estimate intrinsic document relevance from the clickthrough logs of a web search engine
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
A novel click model and its applications to online advertising
Proceedings of the third ACM international conference on Web search and data mining
ACM Transactions on Computer-Human Interaction (TOCHI)
Building a desktop search test-bed
ECIR'07 Proceedings of the 29th European conference on IR research
Proceedings of the 19th international conference on World wide web
A personalized URL re-ranking methodology using user's browsing behavior
KES-AMSTA'08 Proceedings of the 2nd KES International conference on Agent and multi-agent systems: technologies and applications
Using clicks as implicit judgments: expectations versus observations
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
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
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
Incorporating post-click behaviors into a click model
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
A comparison of general vs personalised affective models for the prediction of topical relevance
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Understanding web browsing behaviors through Weibull analysis of dwell time
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Learning more powerful test statistics for click-based retrieval evaluation
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Improving Web Service descriptions for effective service discovery
Science of Computer Programming
Helping identify when users find useful documents: examination of query reformulation intervals
Proceedings of the third symposium on Information interaction in context
Bayesian Browsing Model: Exact Inference of Document Relevance from Petabyte-Scale Data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Learning click models via probit bayesian inference
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Predicting short-term interests using activity-based search context
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Experiences with using SVM-based learning for multi-objective ranking
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
VPW: an interactive prototype of a web-based visual paired comparison cognitive diagnostic test
Proceedings of the 1st ACM International Health Informatics Symposium
Action prediction and identification from mining temporal user behaviors
Proceedings of the fourth ACM international conference on Web search and data mining
Learning to re-rank web search results with multiple pairwise features
Proceedings of the fourth ACM international conference on Web search and data mining
Predicting query performance using query, result, and user interaction features
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Generating simulated relevance feedback: a prognostic search approach
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
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
Implicit acquisition of context for personalization of information retrieval systems
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
Sparse hidden-dynamics conditional random fields for user intent understanding
Proceedings of the 20th international conference on World wide web
Supporting synchronous social q&a throughout the question lifecycle
Proceedings of the 20th international conference on World wide web
Combining query-by-example and query expansion for simplifying web service discovery
Information Systems Frontiers
Efficiently collecting relevance information from clickthroughs for web retrieval system evaluation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Pseudo test collections for learning web search ranking functions
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Journal of Web Engineering
Ontology-driven personalized query refinement
Journal of Web Engineering
Journal of Web Engineering
Combining interaction and content for feedback-based ranking
IRFC'11 Proceedings of the Second international conference on Multidisciplinary information retrieval facility
Using folksonomies for building user interest profile
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Searching for software learning resources using application context
Proceedings of the 24th annual ACM symposium on User interface software and technology
Proceedings of the 20th ACM international conference on Information and knowledge management
Large-scale validation and analysis of interleaved search evaluation
ACM Transactions on Information Systems (TOIS)
A framework for personalizing web search with concept-based user profiles
ACM Transactions on Internet Technology (TOIT)
Incorporating revisiting behaviors into click models
Proceedings of the fifth ACM international conference on Web search and data mining
Proceedings of the fifth ACM international conference on Web search and data mining
Interpreting user inactivity on search results
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Living in the present: on-the-fly information processing in scalable web architectures
Proceedings of the 2nd International Workshop on Cloud Computing Platforms
Contextual search: issues and challenges
USAB'11 Proceedings of the 7th conference on Workgroup Human-Computer Interaction and Usability Engineering of the Austrian Computer Society: information Quality in e-Health
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Proceedings of the 21st international conference on World Wide Web
Joint relevance and freshness learning from clickthroughs for news search
Proceedings of the 21st international conference on World Wide Web
An approach to improve code-first web services discoverability at development time
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Personalization of search results using interaction behaviors in search sessions
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Extending BM25 with multiple query operators
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Assessing the relationship between context, user preferences, and content in search behaviour
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Understanding book search behavior on the web
Proceedings of the 21st ACM international conference on Information and knowledge management
Leaving so soon?: understanding and predicting web search abandonment rationales
Proceedings of the 21st ACM international conference on Information and knowledge management
Measuring the coverage and redundancy of information search services on e-commerce platforms
Electronic Commerce Research and Applications
Evaluating implicit judgments from image search clickthrough data
Journal of the American Society for Information Science and Technology
An Investigation of User Behaviour Consistency for Context-Aware Information Retrieval Systems
International Journal of Advanced Pervasive and Ubiquitous Computing
Personal ontologies: Generation of user profiles based on the YAGO ontology
Information Processing and Management: an International Journal
Practical online retrieval evaluation
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Toward self-correcting search engines: using underperforming queries to improve search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Personalized ranking model adaptation for web search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Fighting search engine amnesia: reranking repeated results
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A provider-side view of web search response time
Proceedings of the ACM SIGCOMM 2013 conference on SIGCOMM
Captions and biases in diagnostic search
ACM Transactions on the Web (TWEB)
Proceedings of the 22nd international conference on World Wide Web
Personalized models of search satisfaction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Improving passage ranking with user behavior information
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
Efficient Time-Stamped Event Sequence Anonymization
ACM Transactions on the Web (TWEB)
Modeling dwell time to predict click-level satisfaction
Proceedings of the 7th ACM international conference on Web search and data mining
User modeling in search logs via a nonparametric bayesian approach
Proceedings of the 7th ACM international conference on Web search and data mining
Personalised Information Retrieval: survey and classification
User Modeling and User-Adapted Interaction
Machine Learning
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Evaluating user preferences of web search results is crucial for search engine development, deployment, and maintenance. We present a real-world study of modeling the behavior of web search users to predict web search result preferences. Accurate modeling and interpretation of user behavior has important applications to ranking, click spam detection, web search personalization, and other tasks. Our key insight to improving robustness of interpreting implicit feedback is to model query-dependent deviations from the expected "noisy" user behavior. We show that our model of clickthrough interpretation improves prediction accuracy over state-of-the-art clickthrough methods. We generalize our approach to model user behavior beyond clickthrough, which results in higher preference prediction accuracy than models based on clickthrough information alone. We report results of a large-scale experimental evaluation that show substantial improvements over published implicit feedback interpretation methods.