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
Learning users' interests by unobtrusively observing their normal behavior
Proceedings of the 5th international conference on Intelligent user interfaces
Searching the Web: the public and their queries
Journal of the American Society for Information Science and Technology
Evaluation by highly relevant documents
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in 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
The lumière project: Bayesian user modeling for inferring the goals and needs of software users
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A Bayesian approach to learning Bayesian networks with local structure
UAI'97 Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence
Beyond PageRank: machine learning for static ranking
Proceedings of the 15th international conference on World Wide Web
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
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
WAIFR: web-browsing attention recorder based on a state-transition model
CAMA '06 Proceedings of the 1st international workshop on Contextualized attention metadata: collecting, managing and exploiting of rich usage information
A study on the effects of personalization and task information on implicit feedback performance
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Bayesian adaptive user profiling with explicit & implicit feedback
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Combining multiple forms of evidence while filtering
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Click data as implicit relevance feedback in web search
Information Processing and Management: an International Journal
Evaluating the accuracy of implicit feedback from clicks and query reformulations in Web search
ACM Transactions on Information Systems (TOIS)
Implicit measures of lostness and success in web navigation
Interacting with Computers
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
Evaluating sources of implicit feedback in web searches
Proceedings of the 2007 ACM conference on Recommender systems
Utilizing a geometry of context for enhanced implicit feedback
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Investigating User Browsing Behavior
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Personalized web exploration with task models
Proceedings of the 17th international conference on World Wide Web
Mining the search trails of surfing crowds: identifying relevant websites from user activity
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 to learn implicit queries from gaze patterns
Proceedings of the 25th international conference on Machine learning
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
Proceedings of the second international symposium on Information interaction in context
Complex adaptive filtering user profile using graphical models
Information Processing and Management: an International Journal
Personalized online document, image and video recommendation via commodity eye-tracking
Proceedings of the 2008 ACM conference on Recommender systems
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
User language model for collaborative personalized search
ACM Transactions on Information Systems (TOIS)
Efficient multiple-click models in web 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
Search personalization through query and page topical analysis
User Modeling and User-Adapted Interaction
User-oriented document summarization through vision-based eye-tracking
Proceedings of the 14th international conference on Intelligent user interfaces
Modeling and predicting user behavior in sponsored search
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Seven pitfalls to avoid when running controlled experiments on the web
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
Segment-level display time as implicit feedback: a comparison to eye tracking
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
Minimally invasive randomization for collecting unbiased preferences from clickthrough logs
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
Identifying the Intent of a User Query Using Support Vector Machines
SPIRE '09 Proceedings of the 16th International Symposium on String Processing and Information Retrieval
Modeling contextual factors of click rates
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
A user-oriented webpage ranking algorithm based on user attention time
AAAI'08 Proceedings of the 23rd 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
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
Can eyes reveal interest? Implicit queries from gaze patterns
User Modeling and User-Adapted Interaction
Analyzing and evaluating query reformulation strategies in web search logs
Proceedings of the 18th ACM conference on Information and knowledge management
Characterizing and predicting search engine switching behavior
Proceedings of the 18th ACM conference on Information and knowledge management
Computational community interest for ranking
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
Classifying Images with Image and Text Search Clickthrough Data
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Empirical exploitation of click data for task specific ranking
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
An optimization framework for query recommendation
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
Beyond DCG: user behavior as a predictor of a successful search
Proceedings of the third ACM international conference on Web search and data mining
ACM Transactions on Computer-Human Interaction (TOCHI)
ACM Transactions on Information Systems (TOIS)
Combining information from multiple search engines-Preliminary comparison
Information Sciences: an International Journal
Evaluating query-independent object features for relevancy prediction
ECIR'07 Proceedings of the 29th European conference on IR research
Exploring searcher interactions for distinguishing types of commercial intent
Proceedings of the 19th international conference on World wide web
Co-optimization of multiple relevance metrics in web search
Proceedings of the 19th international conference on World wide web
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
Predicting searcher frustration
Proceedings of the 33rd international ACM SIGIR conference on Research and development 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
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
Studying trailfinding algorithms for enhanced web search
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
Assessing the scenic route: measuring the value of search trails in web logs
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Helping identify when users find useful documents: examination of query reformulation intervals
Proceedings of the third symposium on Information interaction in context
Predicting short-term interests using activity-based search context
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Identifying user preferences with Wrapper-based Decision Trees
Expert Systems with Applications: An International Journal
A cost-continuity model for web search
MDAI'10 Proceedings of the 7th international conference on Modeling decisions for artificial intelligence
Detecting duplicate web documents using clickthrough data
Proceedings of the fourth ACM international conference on Web search and data mining
Inferring search behaviors using partially observable markov model with duration (POMD)
Proceedings of the fourth ACM international conference on Web search and data mining
Action prediction and identification from mining temporal user behaviors
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
Inferring word relevance from eye-movements of readers
Proceedings of the 16th international conference on Intelligent user interfaces
Generating simulated relevance feedback: a prognostic search approach
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Study of context influence on classifiers trained under different video-document representations
Information Processing and Management: an International Journal
Effects of Usage-Based Feedback on Video Retrieval: A Simulation-Based Study
ACM Transactions on Information Systems (TOIS)
Implicit acquisition of context for personalization of information retrieval systems
Proceedings of the 2011 Workshop on Context-awareness in Retrieval and Recommendation
Addressing people's information needs directly in a web search result page
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
Search-logger analyzing exploratory search tasks
Proceedings of the 2011 ACM Symposium on Applied Computing
Information Processing and Management: an International Journal
Implicit association via crowd-sourced coselection
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Rainbow of computer science
Modeling and analysis of cross-session search tasks
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Why searchers switch: understanding and predicting engine switching rationales
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Evaluating the synergic effect of collaboration in information seeking
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Behavior based web page evaluation
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
Reliability and effectiveness of clickthrough data for automatic image annotation
Multimedia Tools and Applications
Proceedings of the 20th ACM international conference on Information and knowledge management
Proceedings of the 20th ACM international conference on Information and knowledge management
A probabilistic method for inferring preferences from clicks
Proceedings of the 20th ACM international conference on Information and knowledge management
Effects of search success on search engine re-use
Proceedings of the 20th ACM international conference on Information and knowledge management
Attentive documents: Eye tracking as implicit feedback for information retrieval and beyond
ACM Transactions on Interactive Intelligent Systems (TiiS)
Large-scale validation and analysis of interleaved search evaluation
ACM Transactions on Information Systems (TOIS)
Large-scale analysis of individual and task differences in search result page examination strategies
Proceedings of the fifth ACM international conference on Web search and data mining
Implicit: a multi-agent recommendation system for web search
Autonomous Agents and Multi-Agent Systems
Interpreting user inactivity on search results
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Modeling long-term search engine usage
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Feedback in context: supporting the evolution of IT-Ecosystems
PROFES'10 Proceedings of the 11th international conference on Product-Focused Software Process Improvement
Evaluating the effectiveness of search task trails
Proceedings of the 21st international conference on World Wide Web
Proceedings of the 21st international conference on World Wide Web
The design of a visual history tool to help users refind information within a website
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Proceedings of the 2012 ACM/IEEE international symposium on Low power electronics and design
Modeling the impact of short- and long-term behavior on search personalization
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
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
A semi-supervised approach to modeling web search satisfaction
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Search, interrupted: understanding and predicting search task continuation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Anticipatory search: using context to initiate search
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Queries without clicks: evaluating retrieval effectiveness based on user feedback
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Survival analysis of click logs
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Text selections as implicit relevance feedback
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Spatial context in collaborative information seeking
Journal of Information Science
Multi-objective optimization for sponsored search
Proceedings of the Sixth International Workshop on Data Mining for Online Advertising and Internet Economy
Assessing the relationship between context, user preferences, and content in search behaviour
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Proceedings of the 20th ACM international conference on Multimedia
Intent and its discontents: the user at the wheel of the online video search engine
Proceedings of the 20th ACM international conference on Multimedia
Leaving so soon?: understanding and predicting web search abandonment rationales
Proceedings of the 21st ACM international conference on Information and knowledge management
Exploring and predicting search task difficulty
Proceedings of the 21st ACM international conference on Information and knowledge management
Predicting web search success with fine-grained interaction data
Proceedings of the 21st ACM international conference on Information and knowledge management
Proceedings of the 7th Nordic Conference on Human-Computer Interaction: Making Sense Through Design
Measuring the coverage and redundancy of information search services on e-commerce platforms
Electronic Commerce Research and Applications
Explaining difficulty navigating a website using page view data
Proceedings of the Seventeenth Australasian Document Computing Symposium
Evaluating implicit judgments from image search clickthrough data
Journal of the American Society for Information Science and Technology
Playing by the rules: mining query associations to predict search performance
Proceedings of the sixth ACM international conference on Web search and data mining
Personalizing atypical web search sessions
Proceedings of the sixth ACM international conference on Web search and data mining
Temporal web dynamics and its application to information retrieval
Proceedings of the sixth ACM international conference on Web search and data mining
An Investigation of User Behaviour Consistency for Context-Aware Information Retrieval Systems
International Journal of Advanced Pervasive and Ubiquitous Computing
Discovering semantic associations from web search interactions
Proceedings of the 24th ACM Conference on Hypertext and Social Media
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
Fighting search engine amnesia: reranking repeated results
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Learning to personalize query auto-completion
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Toward whole-session relevance: exploring intrinsic diversity in web search
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Mining touch interaction data on mobile devices to predict web search result relevance
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Captions and biases in diagnostic search
ACM Transactions on the Web (TWEB)
Interactive exploratory search for multi page search results
Proceedings of the 22nd international conference on World Wide Web
Enhancing personalized search by mining and modeling task behavior
Proceedings of the 22nd international conference on World Wide Web
A vlHMM approach to context-aware search
ACM Transactions on the Web (TWEB)
Ordinary search engine users carrying out complex search tasks
Journal of Information Science
Editorial: Introduction to special issue on human-computer information retrieval
Information Processing and Management: an International Journal
Personalized models of search satisfaction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Beyond clicks: query reformulation as a predictor 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
Using CrowdLogger for in situ information retrieval system evaluation
Proceedings of the 2013 workshop on Living labs for information retrieval evaluation
Fidelity, Soundness, and Efficiency of Interleaved Comparison Methods
ACM Transactions on Information Systems (TOIS)
Modeling dwell time to predict click-level satisfaction
Proceedings of the 7th ACM international conference on Web search and data mining
Struggling or exploring?: disambiguating long search sessions
Proceedings of the 7th ACM international conference on Web search and data mining
Fast topic discovery from web search streams
Proceedings of the 23rd international conference on World wide web
Contextual and dimensional relevance judgments for reusable SERP-level evaluation
Proceedings of the 23rd international conference on World wide web
Hi-index | 0.00 |
Of growing interest in the area of improving the search experience is the collection of implicit user behavior measures (implicit measures) as indications of user interest and user satisfaction. Rather than having to submit explicit user feedback, which can be costly in time and resources and alter the pattern of use within the search experience, some research has explored the collection of implicit measures as an efficient and useful alternative to collecting explicit measure of interest from users.This research article describes a recent study with two main objectives. The first was to test whether there is an association between explicit ratings of user satisfaction and implicit measures of user interest. The second was to understand what implicit measures were most strongly associated with user satisfaction. The domain of interest was Web search. We developed an instrumented browser to collect a variety of measures of user activity and also to ask for explicit judgments of the relevance of individual pages visited and entire search sessions. The data was collected in a workplace setting to improve the generalizability of the results.Results were analyzed using traditional methods (e.g., Bayesian modeling and decision trees) as well as a new usage behavior pattern analysis (“gene analysis”). We found that there was an association between implicit measures of user activity and the user's explicit satisfaction ratings. The best models for individual pages combined clickthrough, time spent on the search result page, and how a user exited a result or ended a search session (exit type/end action). Behavioral patterns (through the gene analysis) can also be used to predict user satisfaction for search sessions.