Algorithms for clustering data
Algorithms for clustering data
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Fab: content-based, collaborative recommendation
Communications of the ACM
Siteseer: personalized navigation for the Web
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Manipulation of music for melody matching
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
Recommendation as classification: using social and content-based information in recommendation
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
A hybrid user model for news story classification
UM '99 Proceedings of the seventh international conference on User modeling
Introduction to data compression (2nd ed.)
Introduction to data compression (2nd ed.)
A personalized television listings service
Communications of the ACM
Enabling Personalized Recommendation on the Web Based on User Interests and Behaviors
RIDE '01 Proceedings of the 11th International Workshop on research Issues in Data Engineering
Content-Based Filtering System for Music Data
SAINT-W '04 Proceedings of the 2004 Symposium on Applications and the Internet-Workshops (SAINT 2004 Workshops)
Integrating AHP and data mining for product recommendation based on customer lifetime value
Information and Management
Journal of Systems and Software
Emotion-based music recommendation by association discovery from film music
Proceedings of the 13th annual ACM international conference on Multimedia
Content-based music filtering system with editable user profile
Proceedings of the 2006 ACM symposium on Applied computing
Expert Systems with Applications: An International Journal
A probabilistic music recommender considering user opinions and audio features
Information Processing and Management: an International Journal - Special issue: AIRS2005: Information retrieval research in Asia
A personalized English learning recommender system for ESL students
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
A hybrid social-acoustic recommendation system for popular music
Proceedings of the 2007 ACM conference on Recommender systems
Proposing an ESL recommender teaching and learning system
Expert Systems with Applications: An International Journal
Data mining from 1994 to 2004: an application-orientated review
International Journal of Business Intelligence and Data Mining
Content-based personalised recommendation in virtual shopping environment
International Journal of Business Intelligence and Data Mining
RFID-based user profiling of fashion preferences: blueprint for a smart wardrobe
International Journal of Internet Protocol Technology
Expert Systems with Applications: An International Journal
Context Model Based CF Using HMM for Improved Recommendation
PAKM '08 Proceedings of the 7th International Conference on Practical Aspects of Knowledge Management
Toward an optimum combination of English teachers for objective teaching
Expert Systems with Applications: An International Journal
Pulling strings from a tangle: visualizing a personal music listening history
Proceedings of the 14th international conference on Intelligent user interfaces
A recommender system to avoid customer churn: A case study
Expert Systems with Applications: An International Journal
Emotion-based music recommendation by affinity discovery from film music
Expert Systems with Applications: An International Journal
A novel method for personalized music recommendation
Expert Systems with Applications: An International Journal
Privacy-conscious P2P data sharing scheme with bogus profile distribution
Web Intelligence and Agent Systems
Web-Based Recommender Systems and User Needs --the Comprehensive View
Proceedings of the 2008 conference on New Trends in Multimedia and Network Information Systems
A music recommendation system based on semantic audio segments similarity
EuroIMSA '08 Proceedings of the IASTED International Conference on Internet and Multimedia Systems and Applications
Music recommendation based on acoustic features and user access patterns
IEEE Transactions on Audio, Speech, and Language Processing
Expert Systems with Applications: An International Journal
Managing music across multiple devices and computers
Proceedings of the 2011 iConference
Proposing a charting recommender system for second-language nurses
Expert Systems with Applications: An International Journal
Musictagger: exploiting user generated game data for music recommendation
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: users and applications - Volume Part IV
Personalized book recommendations created by using social media data
WISS'10 Proceedings of the 2010 international conference on Web information systems engineering
Integrating collaborate and content-based filtering for personalized information recommendation
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Design of music recommendation system using context information
PRIMA'06 Proceedings of the 9th Pacific Rim international conference on Agent Computing and Multi-Agent Systems
Hybrid music filtering for recommendation based ubiquitous computing environment
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Advanced recommendation models for mobile tourist information
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Predicting the ratings of multimedia items for making personalized recommendations
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
App recommendation: a contest between satisfaction and temptation
Proceedings of the sixth ACM international conference on Web search and data mining
A survey of trust in social networks
ACM Computing Surveys (CSUR)
Personalized next-song recommendation in online karaokes
Proceedings of the 7th ACM conference on Recommender systems
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With the growth of the World Wide Web, a large amount of music data is available on the Internet. In addition to searching expected music objects for users, it becomes necessary to develop a recommendation service. In this paper, we design the Music Recommendation System (MRS) to provide a personalized service of music recommendation. The music objects of MIDI format are first analyzed. For each polyphonic music object, the representative track is first determined, and then six features are extracted from this track. According to the features, the music objects are properly grouped. For users, the access histories are analyzed to derive user interests. The content-based, collaborative and statistics-based recommendation methods are proposed, which are based on the favorite degrees of the users to the music groups. A series of experiments are carried out to show that our approach is feasible.