Elements of information theory
Elements of information theory
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
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
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Getting to know you: learning new user preferences in recommender systems
Proceedings of the 7th international conference on Intelligent user interfaces
Bayesian Networks and Decision Graphs
Bayesian Networks and Decision Graphs
Efficient Adaptive-Support Association Rule Mining for Recommender Systems
Data Mining and Knowledge Discovery
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Collaborative Learning and Recommender Systems
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
Latent Class Models for Collaborative Filtering
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Collaborative Filtering by Personality Diagnosis: A Hybrid Memory and Model-Based Approach
UAI '00 Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence
Active learning: theory and applications
Active learning: theory and applications
Dependency networks for inference, collaborative filtering, and data visualization
The Journal of Machine Learning Research
Recommender systems using linear classifiers
The Journal of Machine Learning Research
Collaborative filtering with the simple Bayesian classifier
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
UAI'03 Proceedings of the Nineteenth conference on Uncertainty in Artificial Intelligence
IEEE Transactions on Knowledge and Data Engineering
Push-Style Guidance System for Technical Document Writing
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Utilizing Popularity Characteristics for Product Recommendation
International Journal of Electronic Commerce
Selectively acquiring ratings for product recommendation
Proceedings of the ninth international conference on Electronic commerce
Influence-based collaborative active learning
Proceedings of the 2007 ACM conference on Recommender systems
Question recommendation for user-interactive question answering systems
Proceedings of the 2nd international conference on Ubiquitous information management and communication
Learning multiple graphs for document recommendations
Proceedings of the 17th international conference on World Wide Web
Bayesian memory-based reputation system
Proceedings of the 3rd international conference on Mobile multimedia communications
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Latent grouping models for user preference prediction
Machine Learning
User credit-based collaborative filtering
Expert Systems with Applications: An International Journal
A multi-stage collaborative filtering approach for mobile recommendation
Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication
Modeling Collaborative Similarity with the Signed Resistance Distance Kernel
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Improving memory-based collaborative filtering via similarity updating and prediction modulation
Information Sciences: an International Journal
Does explanation improve the acceptance of decision support for product release planning?
ESEM '09 Proceedings of the 2009 3rd International Symposium on Empirical Software Engineering and Measurement
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
User preferences discovery using fuzzy models
Fuzzy Sets and Systems
Information Systems Frontiers
Accelerated Learning of User Profiles
Management Science
Reexamination on potential for personalization in web search
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
TopRecs: Top-k algorithms for item-based collaborative filtering
Proceedings of the 14th International Conference on Extending Database Technology
Hybrid personalized recommender system using centering-bunching based clustering algorithm
Expert Systems with Applications: An International Journal
Interest-based user grouping model for collaborative filtering in digital libraries
ICADL'04 Proceedings of the 7th international Conference on Digital Libraries: international collaboration and cross-fertilization
A hybrid approach for personalized recommendation of news on the Web
Expert Systems with Applications: An International Journal
An adaptive spreading activation scheme for performing more effective collaborative recommendation
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Effectiveness of implicit rating data on characterizing users in complex information systems
ECDL'05 Proceedings of the 9th European conference on Research and Advanced Technology for Digital Libraries
Context-aware document recommendation by mining sequential access data
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
Electronic Commerce Research and Applications
Learning to rank for hybrid recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
A personalized trustworthy seller recommendation in an open market
Expert Systems with Applications: An International Journal
Personalized Reliability Prediction of Web Services
ACM Transactions on Software Engineering and Methodology (TOSEM)
A Mobile Service Recommendation System Using Multi-Criteria Ratings
International Journal of Interdisciplinary Telecommunications and Networking
TV predictor: personalized program recommendations to be displayed on SmartTVs
Proceedings of the 2nd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications
Nonparametric bayesian multitask collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Bridging memory-based collaborative filtering and text retrieval
Information Retrieval
Two machine-learning techniques for mining solutions of the ReleasePlannerTM decision support system
Information Sciences: an International Journal
Statistical user model supported by R-Tree structure
Applied Intelligence
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Abstract--Memory-based collaborative filtering (CF) has been studied extensively in the literature and has proven to be successful in various types of personalized recommender systems. In this paper, we develop a probabilistic framework for memory-based CF (PMCF). While this framework has clear links with classical memory-based CF, it allows us to find principled solutions to known problems of CF-based recommender systems. In particular, we show that a probabilistic active learning method can be used to actively query the user, thereby solving the 驴new user problem.驴 Furthermore, the probabilistic framework allows us to reduce the computational cost of memory-based CF by working on a carefully selected subset of user profiles, while retaining high accuracy. We report experimental results based on two real-world data sets, which demonstrate that our proposed PMCF framework allows an accurate and efficient prediction of user preferences.