Interfacing thought: cognitive aspects of human-computer interaction
Lexical ambiguity and information retrieval
ACM Transactions on Information Systems (TOIS)
Analysis of a very large web search engine query log
ACM SIGIR Forum
Real life, real users, and real needs: a study and analysis of user queries on the web
Information Processing and Management: an International Journal
Rank aggregation methods for the Web
Proceedings of the 10th international conference on World Wide Web
Proceedings of the 11th international conference on World Wide Web
Communications of the ACM
Personalized web search by mapping user queries to categories
Proceedings of the eleventh international conference on Information and knowledge management
Scaling personalized web search
WWW '03 Proceedings of the 12th international conference on World Wide Web
ACM SIGIR Forum
Persona: A Contextualized and Personalized Web Search
HICSS '02 Proceedings of the 35th Annual Hawaii International Conference on System Sciences (HICSS'02)-Volume 3 - Volume 3
Ontology Based Personalized Search
ICTAI '99 Proceedings of the 11th IEEE International Conference on Tools with Artificial Intelligence
Adaptive web search based on user profile constructed without any effort from users
Proceedings of the 13th international conference on World Wide Web
Hourly analysis of a very large topically categorized web query log
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
CubeSVD: a novel approach to personalized Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Automatic identification of user goals in Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
A personalized search engine based on web-snippet hierarchical clustering
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Context-sensitive information retrieval using implicit feedback
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Using ODP metadata to personalize search
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Personalizing search via automated analysis of interests and activities
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Personalized Search Based on User Search Histories
WI '05 Proceedings of the 2005 IEEE/WIC/ACM International Conference on Web Intelligence
Implicit user modeling for personalized search
Proceedings of the 14th ACM international conference on Information and knowledge management
KDD CUP-2005 report: facing a great challenge
ACM SIGKDD Explorations Newsletter
Q2C@UST: our winning solution to query classification in KDDCUP 2005
ACM SIGKDD Explorations Newsletter
Automatic identification of user interest for personalized search
Proceedings of the 15th international conference on World Wide Web
History repeats itself: repeat queries in Yahoo's logs
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Mining long-term search history to improve search accuracy
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A large-scale analysis of query logs for assessing personalization opportunities
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Summarizing local context to personalize global web search
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
HLT '02 Proceedings of the second international conference on Human Language Technology Research
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Exploring folksonomy for personalized search
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
To personalize or not to personalize: modeling queries with variation in user intent
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Anonymizing transaction databases for publication
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning about the world through long-term query logs
ACM Transactions on the Web (TWEB)
Another Face of Search Engine: Web Search API's
IEA/AIE '08 Proceedings of the 21st international conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: New Frontiers in Applied Artificial Intelligence
Personalized online document, image and video recommendation via commodity eye-tracking
Proceedings of the 2008 ACM conference on Recommender systems
Are click-through data adequate for learning web search rankings?
Proceedings of the 17th ACM conference on Information and knowledge management
Personalized ranking for digital libraries based on log analysis
Proceedings of the 10th ACM workshop on Web information and data management
Tag data and personalized information retrieval
Proceedings of the 2008 ACM workshop on Search in social media
Proceedings of the 2008 ACM conference on Computer supported cooperative work
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
Personalized Search Using ODP-based User Profiles Created from User Bookmark
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
An attentive self-organizing neural model for text mining
Expert Systems with Applications: An International Journal
Discovering and using groups to improve personalized search
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
An algorithm for analyzing personalized online commercial intention
Proceedings of the 2nd International Workshop on Data Mining and Audience Intelligence for Advertising
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
A statistical comparison of tag and query logs
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
Personalized web content provider recommendation through mining individual users' QoS
Proceedings of the 11th International Conference on Electronic Commerce
Finding My Needle in the Haystack: Effective Personalized Re-ranking of Search Results in Prospector
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Learning to Disambiguate Search Queries from Short Sessions
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
A utility-theoretic approach to privacy and personalization
AAAI'08 Proceedings of the 23rd 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
Multi-scale personalization for voice search applications
NAACL-Short '09 Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers
Personalization of tagging systems
Information Processing and Management: an International Journal
Query Disambiguation Based on Novelty and Similarity User's Feedback
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
PQC: personalized query classification
Proceedings of the 18th ACM conference on Information and knowledge management
Personalized social search based on the user's social network
Proceedings of the 18th ACM conference on Information and knowledge management
Towards a graph-based user profile modeling for a session-based personalized search
Knowledge and Information Systems
Query Disambiguation Based on Novelty and Similarity User's Feedback
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Large scale query log analysis of re-finding
Proceedings of the third ACM international conference on Web search and data mining
ACM Transactions on Computer-Human Interaction (TOCHI)
Sampling high-quality clicks from noisy click data
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
Mining Query Logs: Turning Search Usage Data into Knowledge
Foundations and Trends in Information Retrieval
Context-aware ranking in web search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Predicting query potential for personalization, classification or regression?
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Social summarization in collaborative web search
Information Processing and Management: an International Journal
Personalized search by tag-based user profile and resource profile in collaborative tagging systems
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Exploring online social activities for adaptive search personalization
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Towards query log based personalization using topic models
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Exploiting statistical and relational information on the web and in social media
Proceedings of the fourth ACM international conference on Web search and data mining
Personalizing web search using long term browsing history
Proceedings of the fourth ACM international conference on Web search and data mining
Understanding and predicting personal navigation
Proceedings of the fourth ACM international conference on Web search and data mining
Understanding temporal query dynamics
Proceedings of the fourth ACM international conference on Web search and data mining
Multi-dimensional search result diversification
Proceedings of the fourth ACM international conference on Web search and data mining
Improving social bookmark search using personalised latent variable language models
Proceedings of the fourth ACM international conference on Web search and data mining
Reexamination on potential for personalization in web search
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Bridging topic modeling and personalized search
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
A utility-theoretic approach to privacy in online services
Journal of Artificial Intelligence Research
Learning query ambiguity models by using search logs
Journal of Computer Science and Technology
Effects of Usage-Based Feedback on Video Retrieval: A Simulation-Based Study
ACM Transactions on Information Systems (TOIS)
Characterizing the usability of interactive applications through query log analysis
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Personalized resource search by tag-based user profile and resource profile
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Inferring and using location metadata to personalize web search
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
UPS: efficient privacy protection in personalized web search
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Predictive client-side profiles for personalized advertising
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to advertise: how many ads are enough?
PAKDD'11 Proceedings of the 15th Pacific-Asia conference on Advances in knowledge discovery and data mining - Volume Part II
Optimizing enterprise search by automatically relating user context to textual document content
i-KNOW '11 Proceedings of the 11th International Conference on Knowledge Management and Knowledge Technologies
A combination ranking model for research paper social bookmarking systems
AMT'11 Proceedings of the 7th international conference on Active media technology
Exploring ant colony optimisation for adaptive interactive search
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Web browsing behavior recording system
KES'11 Proceedings of the 15th international conference on Knowledge-based and intelligent information and engineering systems - Volume Part IV
Collaborative personalized top-k processing
ACM Transactions on Database Systems (TODS)
Extracting and ranking relevant terms of personalized search query
ICHIT'11 Proceedings of the 5th international conference on Convergence and hybrid information technology
A Luhn-Inspired Vector Re-weighting Approach for Improving Personalized Web Search
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Predicting Next Search Actions with Search Engine Query Logs
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Mapping queries to the Linking Open Data cloud: A case study using DBpedia
Web Semantics: Science, Services and Agents on the World Wide Web
Journal of Biomedical Informatics
A framework for personalizing web search with concept-based user profiles
ACM Transactions on Internet Technology (TOIT)
Characterizing web content, user interests, and search behavior by reading level and topic
Proceedings of the fifth ACM international conference on Web search and data mining
To each his own: personalized content selection based on text comprehensibility
Proceedings of the fifth ACM international conference on Web search and data mining
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
Probabilistic models for personalizing web search
Proceedings of the fifth ACM international conference on Web search and data mining
Ranking with submodular valuations
Proceedings of the twenty-second annual ACM-SIAM symposium on Discrete Algorithms
The search dashboard: how reflection and comparison impact search behavior
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Taagle: efficient, personalized search in collaborative tagging networks
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Extending Open Directory Project to represent user interests
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Mining user dwell time for personalized web search re-ranking
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Improving search via personalized query expansion using social media
Information Retrieval
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
An exploration of ranking heuristics in mobile local search
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Robust ranking models via risk-sensitive optimization
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Personalized activity based eLearning
Proceedings of the 12th International Conference on Knowledge Management and Knowledge Technologies
Observing facial expressions and gaze positions for personalized webpage recommendation
Proceedings of the 12th International Conference on Electronic Commerce: Roadmap for the Future of Electronic Business
An architecture for personalized health information retrieval
Proceedings of the 2012 international workshop on Smart health and wellbeing
Personalized query evaluation in ring-based P2P networks
Information Sciences: an International Journal
Web Semantics: Science, Services and Agents on the World Wide Web
An Investigation of User Behaviour Consistency for Context-Aware Information Retrieval Systems
International Journal of Advanced Pervasive and Ubiquitous Computing
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Supporting orientation during search result examination
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Beliefs and biases in web search
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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
Measuring personalization of web search
Proceedings of the 22nd international conference on World Wide Web
Know your personalization: learning topic level personalization in online services
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
Building user profiles from topic models for personalised search
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Personalization of web-search using short-term browsing context
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Network-aware search in social tagging applications: instance optimality versus efficiency
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
Semantic web rules and ontologies for developing personalised mashups
International Journal of Knowledge and Web Intelligence
Take this personally: pollution attacks on personalized services
SEC'13 Proceedings of the 22nd USENIX conference on Security
Adapting deep RankNet for personalized search
Proceedings of the 7th ACM international conference on Web search and data mining
From devices to people: attribution of search activity in multi-user settings
Proceedings of the 23rd international conference on World wide web
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Although personalized search has been proposed for many years and many personalization strategies have been investigated, it is still unclear whether personalization is consistently effective on different queries for different users, and under different search contexts. In this paper, we study this problem and get some preliminary conclusions. We present a large-scale evaluation framework for personalized search based on query logs, and then evaluate five personalized search strategies (including two click-based and three profile-based ones) using 12-day MSN query logs. By analyzing the results, we reveal that personalized search has significant improvement over common web search on some queries but it also has little effect on other queries (e.g., queries with small click entropy). It even harms search accuracy under some situations. Furthermore, we show that straightforward click-based personalization strategies perform consistently and considerably well, while profile-based ones are unstable in our experiments. We also reveal that both long-term and short-term contexts are very important in improving search performance for profile-based personalized search strategies.