Searching the Web: the public and their queries
Journal of the American Society for Information Science and Technology
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
ACM SIGIR Forum
Support Vector Machines for Text Categorization
HICSS '03 Proceedings of the 36th Annual Hawaii International Conference on System Sciences (HICSS'03) - Track 4 - Volume 4
Understanding user goals in web search
Proceedings of the 13th international conference on World Wide Web
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
An analysis of web searching by European AlltheWeb.com users
Information Processing and Management: an International Journal
Automatic identification of user goals in Web search
WWW '05 Proceedings of the 14th international conference on World Wide Web
Solving multiclass learning problems via error-correcting output codes
Journal of Artificial Intelligence Research
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Using probabilistic latent semantic analysis for personalized web search
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Query recommendation using query logs in search engines
EDBT'04 Proceedings of the 2004 international conference on Current Trends in Database Technology
Determining the user intent of web search engine queries
Proceedings of the 16th international conference on World Wide Web
Determining the informational, navigational, and transactional intent of Web queries
Information Processing and Management: an International Journal
Modeling anchor text and classifying queries to enhance web document retrieval
Proceedings of the 17th international conference on World Wide Web
NLDB '08 Proceedings of the 13th international conference on Natural Language and Information Systems: Applications of Natural Language to Information Systems
Purpose tagging: capturing user intent to assist goal-oriented social search
Proceedings of the 2008 ACM workshop on Search in social media
Survey and evaluation of query intent detection methods
Proceedings of the 2009 workshop on Web Search Click Data
Intentional query suggestion: making user goals more explicit during search
Proceedings of the 2009 workshop on Web Search Click Data
Time series analysis of a Web search engine transaction log
Information Processing and Management: an International Journal
Intentions: a game for classifying search query intent
CHI '09 Extended Abstracts on Human Factors in Computing Systems
Identification of factors predicting clickthrough in Web searching using neural network analysis
Journal of the American Society for Information Science and Technology
Improving classification accuracy using automatically extracted training data
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Term-based commercial intent analysis
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Studying databases of intentions: do search query logs capture knowledge about common human goals?
Proceedings of the fifth international conference on Knowledge capture
Capturing User Intent for Analytic Process
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
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
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
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
Proceedings of the 18th ACM conference on Information and knowledge management
Context-aware customization e-learning system with intelligent on-line examination mechanism
Proceedings of the 2nd International Conference on Interaction Sciences: Information Technology, Culture and Human
Building Decision Trees to Identify the Intent of a User Query
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part I
Exploring features for the automatic identification of user goals in web search
Information Processing and Management: an International Journal
How do users express goals on the web? - an exploration of intentional structures in web search
WISE'07 Proceedings of the 2007 international conference on Web information systems engineering
Information interaction in molecular medicine: integrated use of multiple channels
Proceedings of the third symposium on Information interaction in context
An analysis of queries intended to search information for children
Proceedings of the third symposium on Information interaction in context
Query intent prediction and recommendation
Proceedings of the fourth ACM conference on Recommender systems
Wise search engine based on LSI
ADMI'10 Proceedings of the 6th international conference on Agents and data mining interaction
ICOODB'10 Proceedings of the Third international conference on Objects and databases
Inferring user search intention based on situation analysis of the physical world
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Dependency relation based detection of lexicalized user goals
UIC'10 Proceedings of the 7th international conference on Ubiquitous intelligence and computing
Who uses web search for what: and how
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
User-centered profile representation for recommendations across multiple content domains
International Journal of Knowledge-based and Intelligent Engineering Systems
Scalable multi-dimensional user intent identification using tree structured distributions
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Acquiring knowledge about human goals from Search Query Logs
Information Processing and Management: an International Journal
A multi-faceted approach to query intent classification
SPIRE'11 Proceedings of the 18th international conference on String processing and information retrieval
Personalised search-a hybrid approach for web information retrieval and its evaluation
International Journal of Knowledge and Web Intelligence
A framework for utilising usage trends in the crawling and indexing process of search engines
International Journal of Knowledge and Web Intelligence
Chapter 2: next generation web search
Search Computing
Classifying web search queries to identify high revenue generating customers
Journal of the American Society for Information Science and Technology
Deriving query intents from web search engine queries
Journal of the American Society for Information Science and Technology
Intent-aware temporal query modeling for keyword suggestion
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Intent and its discontents: the user at the wheel of the online video search engine
Proceedings of the 20th ACM international conference on Multimedia
"Piaf" vs "Adele": classifying encyclopedic queries using automatically labeled training data
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
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
Lessons from the journey: a query log analysis of within-session learning
Proceedings of the 7th ACM international conference on Web search and data mining
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The identification of the user’s intention or interest through queries that they submit to a search engine can be very useful to offer them more adequate results. In this work we present a framework for the identification of user’s interest in an automatic way, based on the analysis of query logs. This identification is made from two perspectives, the objectives or goals of a user and the categories in which these aims are situated. A manual classification of the queries was made in order to have a reference point and then we applied supervised and unsupervised learning techniques. The results obtained show that for a considerable amount of cases supervised learning is a good option, however through unsupervised learning we found relationships between users and behaviors that are not easy to detect just taking the query words. Also, through unsupervised learning we established that there are categories that we are not able to determine in contrast with other classes that were not considered but naturally appear after the clustering process. This allowed us to establish that the combination of supervised and unsupervised learning is a good alternative to find user’s goals. From supervised learning we can identify the user interest given certain established goals and categories; on the other hand, with unsupervised learning we can validate the goals and categories used, refine them and select the most appropriate to the user’s needs.