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
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Unsupervised Learning by Probabilistic Latent Semantic Analysis
Machine Learning
Latent Class Models for Collaborative Filtering
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
Collaborative Filtering with Privacy
SP '02 Proceedings of the 2002 IEEE Symposium on Security and Privacy
Dependency networks for inference, collaborative filtering, and data visualization
The Journal of Machine Learning Research
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Probabilistic Model Estimation for Collaborative Filtering Based on Items Attributes
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
IEEE Transactions on Knowledge and Data Engineering
Information retrieval based on collaborative filtering with latent interest semantic map
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Time weight collaborative filtering
Proceedings of the 14th ACM international conference on Information and knowledge management
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
Efficient topic-based unsupervised name disambiguation
Proceedings of the 7th ACM/IEEE-CS joint conference on Digital libraries
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
Collaborative filtering on streaming data with interest-drifting
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Personalized active learning for collaborative filtering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
ArnetMiner: extraction and mining of academic social networks
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning from What Others Know: Privacy Preserving Cross System Personalization
UM '07 Proceedings of the 11th international conference on User Modeling
Flexible recommendations over rich data
Proceedings of the 2008 ACM conference on Recommender systems
SoRec: social recommendation using probabilistic matrix factorization
Proceedings of the 17th ACM conference on Information and knowledge management
A Collaborative Filtering Algorithm Based on Global and Domain Authorities
ICADL 08 Proceedings of the 11th International Conference on Asian Digital Libraries: Universal and Ubiquitous Access to Information
Interest Mining and Recommender System for Local Activities
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
A semantic complement to enhance electronic market
Expert Systems with Applications: An International Journal
A Probabilistic Approach for Mining Drifting User Interest
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Modeling Collaborative Similarity with the Signed Resistance Distance Kernel
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Learning to recommend with social trust ensemble
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Collaborative Filtering Recommendation Algorithm Using Dynamic Similar Neighbor Probability
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Novel Item Recommendation by User Profile Partitioning
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning to recommend with trust and distrust relationships
Proceedings of the third ACM conference on Recommender systems
Personalized recommendation based on the personal innovator degree
Proceedings of the third ACM conference on Recommender systems
Proceedings of the 18th ACM conference on Information and knowledge management
Incorporating user behaviors in new word detection
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
A brief survey of computational approaches in social computing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Qualitative analysis of user-based and item-based prediction algorithms for recommendation agents
Engineering Applications of Artificial Intelligence
A recommender system with interest-drifting
WISE'07 Proceedings of the 8th international conference on Web information systems engineering
SPGProfile: Speak Group Profile
Information Systems
Enhancing link-based similarity through the use of non-numerical labels and prior information
Proceedings of the Eighth Workshop on Mining and Learning with Graphs
Serendipitous recommendations via innovators
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Online multiscale dynamic topic models
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
A hybrid collaborative filtering recommendation mechanism for P2P networks
Future Generation Computer Systems
LESSON: A system for lecture notes searching and sharing over Internet
Journal of Systems and Software
The effect of sparsity on collaborative filtering metrics
ADC '09 Proceedings of the Twentieth Australasian Conference on Australasian Database - Volume 92
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
Travel route recommendation using geotags in photo sharing sites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Information Systems Frontiers
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
Recommender systems with social regularization
Proceedings of the fourth ACM international conference on Web search and data mining
Learning to recommend with explicit and implicit social relations
ACM Transactions on Intelligent Systems and Technology (TIST)
Improving Recommender Systems by Incorporating Social Contextual Information
ACM Transactions on Information Systems (TOIS)
Modeling multiple users' purchase over a single account for collaborative filtering
WISE'10 Proceedings of the 11th international conference on Web information systems engineering
Probabilistic factor models for web site recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Handling data sparsity in collaborative filtering using emotion and semantic based features
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
User Behaviors in Related Word Retrieval and New Word Detection: A Collaborative Perspective
ACM Transactions on Asian Language Information Processing (TALIP)
A new collaborative filtering recommendation approach based on naive Bayesian method
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
ICCS'11 Proceedings of the 19th international conference on Conceptual structures for discovering knowledge
An analysis of probabilistic methods for top-N recommendation in collaborative filtering
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Hybrid personalized recommender system using centering-bunching based clustering algorithm
Expert Systems with Applications: An International Journal
Modeling item selection and relevance for accurate recommendations: a bayesian approach
Proceedings of the fifth ACM conference on Recommender systems
Using probabilistic latent semantic analysis for personalized web search
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Sequential Modeling of Topic Dynamics with Multiple Timescales
ACM Transactions on Knowledge Discovery from Data (TKDD)
Collaborative filtering on data streams
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A probabilistic model for music recommendation considering audio features
AIRS'05 Proceedings of the Second Asia conference on Asia Information Retrieval Technology
Adaptive user profile model and collaborative filtering for personalized news
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Optimizing collaborative filtering by interpolating the individual and group behaviors
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Alleviating the sparsity problem of collaborative filtering using trust inferences
iTrust'05 Proceedings of the Third international conference on Trust Management
Learning to make social recommendations: a model-based approach
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
When sparsity meets noise in collaborative filtering
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Fashion coordinates recommender system using photographs from fashion magazines
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Memory-restricted latent semantic analysis to accumulate term-document co-occurrence events
Pattern Recognition Letters
Dual role model for question recommendation in community question answering
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Electronic Commerce Research and Applications
User-based collaborative filtering on cross domain by tag transfer learning
Proceedings of the 1st International Workshop on Cross Domain Knowledge Discovery in Web and Social Network Mining
Exploiting the characteristics of matrix factorization for active learning in recommender systems
Proceedings of the sixth ACM conference on Recommender systems
User participation prediction in online forums
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
A latent pairwise preference learning approach for recommendation from implicit feedback
Proceedings of the 21st ACM international conference on Information and knowledge management
Topic model for analyzing purchase data with price information
Data Mining and Knowledge Discovery
Geo topic model: joint modeling of user's activity area and interests for location recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
User preference representation based on psychometric models
ADC '11 Proceedings of the Twenty-Second Australasian Database Conference - Volume 115
A hybrid fuzzy-based personalized recommender system for telecom products/services
Information Sciences: an International Journal
Semantic hashing using tags and topic modeling
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
An experimental study on implicit social recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
Personalized entity recommendation: a heterogeneous information network approach
Proceedings of the 7th ACM international conference on Web search and data mining
Partial-update dimensionality reduction for accumulating co-occurrence events
Pattern Recognition Letters
Cross domain recommendation based on multi-type media fusion
Neurocomputing
Modeling contextual agreement in preferences
Proceedings of the 23rd international conference on World wide web
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Collaborative filtering aims at learning predictive models of user preferences, interests or behavior from community data, i.e. a database of available user preferences. In this paper, we describe a new model-based algorithm designed for this task, which is based on a generalization of probabilistic latent semantic analysis to continuous-valued response variables. More specifically, we assume that the observed user ratings can be modeled as a mixture of user communities or interest groups, where users may participate probabilistically in one or more groups. Each community is characterized by a Gaussian distribution on the normalized ratings for each item. The normalization of ratings is performed in a user-specific manner to account for variations in absolute shift and variance of ratings. Experiments on the EachMovie data set show that the proposed approach compares favorably with other collaborative filtering techniques.