Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
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
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
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
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
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Content-boosted collaborative filtering for improved recommendations
Eighteenth national 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
Combining eye movements and collaborative filtering for proactive information retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Support vector machines for collaborative filtering
Proceedings of the 44th annual Southeast regional conference
Effective missing data prediction for collaborative filtering
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Applying collaborative filtering techniques to movie search for better ranking and browsing
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Elicitation of profile attributes by transparent communication
Proceedings of the 2007 ACM conference on Recommender systems
An agent framework for recommendation
TELE-INFO'07 Proceedings of the 6th WSEAS Int. Conference on Telecommunications and Informatics
Tag-aware recommender systems by fusion of collaborative filtering algorithms
Proceedings of the 2008 ACM symposium on Applied computing
Preference networks: probabilistic models for recommendation systems
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Improving maximum margin matrix factorization
Machine Learning
Learning from Relevant Tasks Only
ECML '07 Proceedings of the 18th European conference on Machine Learning
Improving Maximum Margin Matrix Factorization
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Filtering Algorithm for Agent-Based Incident Communication Support in Mobile Human Surveillance
MATES '08 Proceedings of the 6th German conference on Multiagent System Technologies
A Wiki that knows where it is being used: insights from potential users
ACM SIGMIS Database
A Graph-Based Method for Combining Collaborative and Content-Based Filtering
PRICAI '08 Proceedings of the 10th Pacific Rim International Conference on Artificial Intelligence: Trends in Artificial Intelligence
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
On Pairwise Kernels: An Efficient Alternative and Generalization Analysis
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Relevance feedback models for recommendation
EMNLP '06 Proceedings of the 2006 Conference on Empirical Methods in Natural Language Processing
A spatio-temporal approach to collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Recommending new movies: even a few ratings are more valuable than metadata
Proceedings of the third ACM conference on Recommender systems
Stacking recommendation engines with additional meta-features
Proceedings of the third ACM conference on Recommender systems
Information Sciences: an International Journal
Learning conditional preference networks with queries
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Improving memory-based collaborative filtering via similarity updating and prediction modulation
Information Sciences: an International Journal
Weighted Nonnegative Matrix Co-Tri-Factorization for Collaborative Prediction
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
A brief survey of computational approaches in social computing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Bundle Methods for Regularized Risk Minimization
The Journal of Machine Learning Research
Prediction of social bookmarking based on a behavior transition model
Proceedings of the 2010 ACM Symposium on Applied Computing
An effective algorithm for dimensional reduction in collaborative filtering
ICADL'07 Proceedings of the 10th international conference on Asian digital libraries: looking back 10 years and forging new frontiers
Ordinal Boltzmann Machines for collaborative filtering
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Multiple feature fusion for social media applications
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Learning conditional preference networks
Artificial Intelligence
A ranking method for multimedia recommenders
Proceedings of the ACM International Conference on Image and Video Retrieval
International Journal of Approximate Reasoning
A multimedia recommender integrating object features and user behavior
Multimedia Tools and Applications
Proceedings of the fourth ACM conference on Recommender systems
CiteData: a new multi-faceted dataset for evaluating personalized search performance
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Proceedings of the 1st ACM international workshop on Connected multimedia
Fast and scalable algorithms for semi-supervised link prediction on static and dynamic graphs
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part III
Relevant subtask learning by constrained mixture models
Intelligent Data Analysis
Ordinal extreme learning machine
Neurocomputing
Hybrid filtering-based personalized recommender system for revitalization of Jeju water industry
ICWL'10 Proceedings of the 2010 international conference on New horizons in web-based learning
Functional matrix factorizations for cold-start recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Multiple domain user personalization
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning a Robust Relevance Model for Search Using Kernel Methods
The Journal of Machine Learning Research
Topic-oriented information detection and scoring
PAISI'11 Proceedings of the 6th Pacific Asia conference on Intelligence and security informatics
Learning multiple models for exploiting predictive heterogeneity in recommender systems
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Recommendation agent impact on consumer online shopping: The Movie Magic case study
Expert Systems with Applications: An International Journal
Evaluation of attribute-aware recommender system algorithms on data with varying characteristics
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Automatic optimization of web recommendations using feedback and ontology graphs
ICWE'05 Proceedings of the 5th international conference on Web Engineering
Collaborative machine learning
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Interest prediction on multinomial, time-evolving social graphs
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Context-aware social media recommendation based on potential group
Proceedings of the 1st International Workshop on Context Discovery and Data Mining
Generic subset ranking using binary classifiers
Theoretical Computer Science
ACL '12 Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers - Volume 1
International Journal of Multimedia Data Engineering & Management
Transforming graph data for statistical relational learning
Journal of Artificial Intelligence Research
Rating Prediction by Correcting User Rating Bias
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
LCARS: a location-content-aware recommender system
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Utilizing recommender algorithms for enhanced information retrieval
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Customized reviews for small user-databases using iterative SVD and content based filtering
Proceedings of the 7th Workshop on Social Network Mining and Analysis
Xbox movies recommendations: variational bayes matrix factorization with embedded feature selection
Proceedings of the 7th ACM conference on Recommender systems
Retargeted matrix factorization for collaborative filtering
Proceedings of the 7th ACM conference on Recommender systems
Recommending scientific articles using bi-relational graph-based iterative RWR
Proceedings of the 7th ACM conference on Recommender systems
A Multimedia Recommender System
ACM Transactions on Internet Technology (TOIT)
An introduction to string re-writing kernel
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Personalized entity recommendation: a heterogeneous information network approach
Proceedings of the 7th ACM international conference on Web search and data mining
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Collaborative and content-based filtering are two paradigms that have been applied in the context of recommender systems and user preference prediction. This paper proposes a novel, unified approach that systematically integrates all available training information such as past user-item ratings as well as attributes of items or users to learn a prediction function. The key ingredient of our method is the design of a suitable kernel or similarity function between user-item pairs that allows simultaneous generalization across the user and item dimensions. We propose an on-line algorithm (JRank) that generalizes perceptron learning. Experimental results on the EachMovie data set show significant improvements over standard approaches.