Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Pairwise classification and support vector machines
Advances in kernel methods
Web-collaborative filtering: recommending music by crawling the Web
Proceedings of the 9th international World Wide Web conference on Computer networks : the international journal of computer and telecommunications netowrking
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
MARSYAS: a framework for audio analysis
Organised Sound
MARSYAS: a framework for audio analysis
Organised Sound
IEEE Transactions on Knowledge and Data Engineering
Evaluation of a Middleware System for Accessing Digital Music Libraries in Mobile Services
ITNG '08 Proceedings of the Fifth International Conference on Information Technology: New Generations
A framework for human-centered provisioning of ambient media services
Multimedia Tools and Applications
Intelligent mobile content-based retrieval from digital music libraries
Intelligent Decision Technologies
Music emotion classification and context-based music recommendation
Multimedia Tools and Applications
A multimedia recommender integrating object features and user behavior
Multimedia Tools and Applications
An advanced architecture for push services
WISEW'03 Proceedings of the Fourth international conference on Web information systems engineering workshops
Collaborative filtering by personality diagnosis: a hybrid memory- and model-based approach
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
ALIMOS: a middleware system for accessing digital music LIbraries in MObile services
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Robust music information retrieval on mobile network based on multi-feature clustering
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
An overview of statistical learning theory
IEEE Transactions on Neural Networks
Don't ask me what i'm like, just watch and listen
Proceedings of the 20th ACM international conference on Multimedia
Merging trust in collaborative filtering to alleviate data sparsity and cold start
Knowledge-Based Systems
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In this paper, we present a Cascade-Hybrid Music Recommender System intended to operate as a mobile service. Specifically, our system is a middleware that realizes the recommendation process based on a combination of music genre classification and personality diagnosis. A mobile user is able to query for music files by simply sending an example music file from his/her mobile device. In response to the user query, the system recommends music files that not only belong to the same genre as the user query, but also an attempt has been made to take into account both the user preferences as well as ratings from other users for candidate results. The recommendation mechanism is realized by applying the collaborative filtering technique of personality diagnosis. Using the minimum absolute error and the ranked scoring criteria, our approach is compared to existing recommendation techniques that rely on either collaborative filtering or content-based approaches. The outcome of the comparison clearly indicates that our approach exhibits significantly higher performance.