BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
The potential and actual effectiveness of interactive query expansion
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
Agglomerative clustering of a search engine query log
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering user queries of a search engine
Proceedings of the 10th international conference on World Wide Web
Probabilistic query expansion using query logs
Proceedings of the 11th international conference on World Wide Web
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
PrefixSpan: Mining Sequential Patterns by Prefix-Projected Growth
Proceedings of the 17th International Conference on Data Engineering
Optimal Grid-Clustering: Towards Breaking the Curse of Dimensionality in High-Dimensional Clustering
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Journal of the American Society for Information Science and Technology
Mining anchor text for query refinement
Proceedings of the 13th international conference on World Wide Web
An effective approach to document retrieval via utilizing WordNet and recognizing phrases
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Scoring missing terms in information retrieval tasks
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Concept-based interactive query expansion
Proceedings of the 14th ACM international conference on Information and knowledge management
A web-based kernel function for measuring the similarity of short text snippets
Proceedings of the 15th international conference on World Wide Web
Generating query substitutions
Proceedings of the 15th international conference on World Wide Web
MapReduce: simplified data processing on large clusters
OSDI'04 Proceedings of the 6th conference on Symposium on Opearting Systems Design & Implementation - Volume 6
Personalized query expansion for the web
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Studying the use of popular destinations to enhance web search interaction
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Extracting semantic relations from query logs
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Query recommendation using query logs in search engines
EDBT'04 Proceedings of the 2004 international conference on Current Trends in Database Technology
Proceedings of the 18th international conference on World wide web
Automated construction of web accessibility models from transaction click-streams
Proceedings of the 18th international conference on World wide web
CLHQS: Hierarchical Query Suggestion by Mining Clickthrough Log
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Mining broad latent query aspects from search sessions
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Catching the drift: learning broad matches from clickthrough data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Named entity mining from click-through data using weakly supervised latent dirichlet allocation
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
Context-aware query classification
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Efficient query expansion for advertisement search
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Taxonomy-driven lumping for sequence mining
Data Mining and Knowledge Discovery
QueryTrans: Finding Similar Queries Based on Query Trace Graph
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
Helping editors choose better seed sets for entity set expansion
Proceedings of the 18th ACM conference on Information and knowledge management
Effective anonymization of query logs
Proceedings of the 18th ACM conference on Information and knowledge management
Entity extraction via ensemble semantics
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 1 - Volume 1
Web-scale distributional similarity and entity set expansion
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2
SmartSearch: situation-aware web search on mobile devices
CCNC'09 Proceedings of the 6th IEEE Conference on Consumer Communications and Networking Conference
Towards rich query interpretation: walking back and forth for mining query templates
Proceedings of the 19th international conference on World wide web
Actively predicting diverse search intent from user browsing behaviors
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
Building taxonomy of web search intents for name entity queries
Proceedings of the 19th international conference on World wide web
Web-scale knowledge extraction from semi-structured tables
Proceedings of the 19th international conference on 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
Context-aware ranking in web search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Transitive history-based query disambiguation for query reformulation
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
From frequency to meaning: vector space models of semantics
Journal of Artificial Intelligence Research
A structured approach to query recommendation with social annotation data
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
A fine-grained taxonomy of tables on the web
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Towards bipartite graph data management
CloudDB '10 Proceedings of the second international workshop on Cloud data management
Open entity extraction from web search query logs
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics
i-TEL-u: a query suggestion tool for integrating heterogeneous contexts in a digital library
ECDL'10 Proceedings of the 14th European conference on Research and advanced technology for digital libraries
Incremental algorithms for effective and efficient query recommendation
SPIRE'10 Proceedings of the 17th international conference on String processing and information retrieval
Proceedings of the fourth ACM international conference on Web search and data mining
Multidimensional mining of large-scale search logs: a topic-concept cube approach
Proceedings of the fourth ACM international conference on Web search and data mining
Web-scale table census and classification
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
Learning query ambiguity models by using search logs
Journal of Computer Science and Technology
Sparse hidden-dynamics conditional random fields for user intent understanding
Proceedings of the 20th international conference on World wide web
A unified framework for recommending diverse and relevant queries
Proceedings of the 20th international conference on World wide web
Context-sensitive query auto-completion
Proceedings of the 20th international conference on World wide web
Identifying breakpoints in public opinion
Proceedings of the First Workshop on Social Media Analytics
Sharing work in keyword search over databases
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Context-sensitive query expansion over the bipartite graph model for web service search
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications - Volume Part I
Modeling and analysis of cross-session search tasks
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Query suggestions in the absence of query logs
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A bipartite graph based social network splicing method for person name disambiguation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Automatically building training examples for entity extraction
CoNLL '11 Proceedings of the Fifteenth Conference on Computational Natural Language Learning
User-click modeling for understanding and predicting search-behavior
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
When recommendation meets mobile: contextual and personalized recommendation on the go
Proceedings of the 13th international conference on Ubiquitous computing
Incorporating user feedback into name disambiguation of scientific cooperation network
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Mining Concept Sequences from Large-Scale Search Logs for Context-Aware Query Suggestion
ACM Transactions on Intelligent Systems and Technology (TIST)
Search Engine Query Clustering Using Top-k Search Results
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Detecting Intent of Web Queries Using Questions and Answers in CQA Corpus
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Suggestion set utility maximization using session logs
Proceedings of the 20th ACM international conference on Information and knowledge management
Using query log and social tagging to refine queries based on latent topics
Proceedings of the 20th ACM international conference on Information and knowledge management
Proceedings of the 20th ACM international conference on Information and knowledge management
Behavior-driven clustering of queries into topics
Proceedings of the 20th ACM international conference on Information and knowledge management
Topic modeling for named entity queries
Proceedings of the 20th ACM international conference on Information and knowledge management
Context-aware query recommendation by learning high-order relation in query logs
Proceedings of the 20th ACM international conference on Information and knowledge management
Advertising Keywords Recommendation for Short-Text Web Pages Using Wikipedia
ACM Transactions on Intelligent Systems and Technology (TIST)
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
A habit mining approach for discovering similar mobile users
Proceedings of the 21st international conference on World Wide Web
Structured query suggestion for specialization and parallel movement: effect on search behaviors
Proceedings of the 21st international conference on World Wide Web
Evaluating the effectiveness of search task trails
Proceedings of the 21st international conference on World Wide Web
Optimizing user exploring experience in emerging e-commerce products
Proceedings of the 21st international conference companion on World Wide Web
Towards expressive exploratory search over entity-relationship data
Proceedings of the 21st international conference companion on World Wide Web
QAque: faceted query expansion techniques for exploratory search using community QA resources
Proceedings of the 21st international conference companion on World Wide Web
Optimizing index for taxonomy keyword search
SIGMOD '12 Proceedings of the 2012 ACM SIGMOD International Conference on Management of Data
Search intent estimation from user's eye movements for supporting information seeking
Proceedings of the International Working Conference on Advanced Visual Interfaces
Adaptive query suggestion for difficult queries
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in 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
Mining query subtopics from search log data
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
Intent-aware temporal query modeling for keyword suggestion
Proceedings of the 5th Ph.D. workshop on Information and knowledge
An architecture for personalized health information retrieval
Proceedings of the 2012 international workshop on Smart health and wellbeing
DQR: a probabilistic approach to diversified query recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
The wisdom of advertisers: mining subgoals via query clustering
Proceedings of the 21st ACM international conference on Information and knowledge management
Identifying users' topical tasks in web search
Proceedings of the sixth ACM international conference on Web search and data mining
Characterizing and supporting cross-device search tasks
Proceedings of the sixth ACM international conference on Web search and data mining
Generating relevant and diverse query suggestions using sparse manifold ranking with sink regions
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Efficient fuzzy search in large text collections
ACM Transactions on Information Systems (TOIS)
COMMA: A Result-Oriented Composite Autocompletion Method for E-marketplaces
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Query suggestions for textual problem solution repositories
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Fast data in the era of big data: Twitter's real-time related query suggestion architecture
Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data
Task-aware query recommendation
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
Search engine switching detection based on user personal preferences and behavior patterns
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)
Discovering tasks from search engine query logs
ACM Transactions on Information Systems (TOIS)
Intent models for contextualising and diversifying query suggestions
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Personalized next-song recommendation in online karaokes
Proceedings of the 7th ACM conference on Recommender systems
Dynamic query intent mining from a search log stream
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
Session modeling to predict online buyer behavior
Proceedings of the 2013 workshop on Data-driven user behavioral modelling and mining from social media
Journal of Information Science
On building entity recommender systems using user click log and freebase knowledge
Proceedings of the 7th ACM international conference on Web search and data mining
When do people use query suggestion? A query suggestion log analysis
Information Retrieval
Web Intelligence and Agent Systems
Name disambiguation in scientific cooperation network by exploiting user feedback
Artificial Intelligence Review
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Query suggestion plays an important role in improving the usability of search engines. Although some recently proposed methods can make meaningful query suggestions by mining query patterns from search logs, none of them are context-aware - they do not take into account the immediately preceding queries as context in query suggestion. In this paper, we propose a novel context-aware query suggestion approach which is in two steps. In the offine model-learning step, to address data sparseness, queries are summarized into concepts by clustering a click-through bipartite. Then, from session data a concept sequence suffix tree is constructed as the query suggestion model. In the online query suggestion step, a user's search context is captured by mapping the query sequence submitted by the user to a sequence of concepts. By looking up the context in the concept sequence sufix tree, our approach suggests queries to the user in a context-aware manner. We test our approach on a large-scale search log of a commercial search engine containing 1:8 billion search queries, 2:6 billion clicks, and 840 million query sessions. The experimental results clearly show that our approach outperforms two baseline methods in both coverage and quality of suggestions.