Communications of the ACM
Making large-scale support vector machine learning practical
Advances in kernel methods
A Tutorial on Support Vector Machines for Pattern Recognition
Data Mining and Knowledge Discovery
Incremental Support Vector Machine Construction
ICDM '01 Proceedings of the 2001 IEEE International Conference on Data Mining
Optimizing search engines using clickthrough data
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Wearable sensing to annotate meeting recordings
Personal and Ubiquitous Computing
Ontological user profiling in recommender systems
ACM Transactions on Information Systems (TOIS)
Don't miss-r --: recommending restaurants through an adaptive mobile system
Proceedings of the 9th international conference on Intelligent user interfaces
Tailored audio augmented environments for museums
Proceedings of the 9th international conference on Intelligent user interfaces
Wireless spatio-semantic transactions on multimedia datasets
Proceedings of the 2004 ACM symposium on Applied computing
Applications of context-aware computing in hospital work: examples and design principles
Proceedings of the 2004 ACM symposium on Applied computing
"Take me with you!": a case study of context-aware application integrating cyber and physical spaces
Proceedings of the 2004 ACM symposium on Applied computing
"Powerpoint to the people": suiting the word to the audience
AUIC '04 Proceedings of the fifth conference on Australasian user interface - Volume 28
A Personalized Restaurant Recommender Agent for Mobile E-Service
EEE '04 Proceedings of the 2004 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'04)
Discovering and Exploiting Causal Dependencies for Robust Mobile Context-Aware Recommenders
IEEE Transactions on Knowledge and Data Engineering
The DYNAMOS approach to support context-aware service provisioning in mobile environments
Journal of Systems and Software
Proceedings of the seventh european conference on European interactive television conference
Review: Personalizing recommendations for tourists
Telematics and Informatics
A Hybrid Collaborative Filtering System for Contextual Recommendations in Social Networks
DS '09 Proceedings of the 12th International Conference on Discovery Science
The social camera: a case-study in contextual image recommendation
Proceedings of the 16th international conference on Intelligent user interfaces
Multicontext-Aware recommendation for ubiquitous commerce
ICDCIT'06 Proceedings of the Third international conference on Distributed Computing and Internet Technology
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Traditional approaches to recommender systems have not taken into account situational information when making recommendations, and this seriously limits the relevance of the results. This paper advocates context-awareness as a promising approach to enhance the performance of recommenders, and introduces a mechanism to realize this approach. We present a framework that separates the contextual concerns from the actual recommendation module, so that contexts can be readily shared across applications. More importantly, we devise a learning algorithm to dynamically identify the optimal set of contexts for a specific recommendation task and user. An extensive series of experiments has validated that our system is indeed able to learn both quickly and accurately.