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
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 view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
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
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Eigentaste: A Constant Time Collaborative Filtering Algorithm
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
An Efficient Boosting Algorithm for Combining Preferences
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
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
Distributional clustering of English words
ACL '93 Proceedings of the 31st annual meeting on Association for Computational Linguistics
Expectation-propagation for the generative aspect model
UAI'02 Proceedings of the Eighteenth 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
User evaluation of the NASA technical report server recommendation service
Proceedings of the 6th annual ACM international workshop on Web information and data management
IEEE Transactions on Knowledge and Data Engineering
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
Variable latent semantic indexing
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Discovering user access pattern based on probabilistic latent factor model
ADC '05 Proceedings of the 16th Australasian database conference - Volume 39
Distributed, real-time computation of community preferences
Proceedings of the sixteenth ACM conference on Hypertext and hypermedia
Fast maximum margin matrix factorization for collaborative prediction
ICML '05 Proceedings of the 22nd international conference on Machine learning
Compound Classification Models for Recommender Systems
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
A Scalable Collaborative Filtering Framework Based on Co-Clustering
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Push-Style Guidance System for Technical Document Writing
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
A decentralized CF approach based on cooperative agents
Proceedings of the 15th international conference on World Wide Web
Collaborative prediction using ensembles of Maximum Margin Matrix Factorizations
ICML '06 Proceedings of the 23rd international conference on Machine learning
Unifying user-based and item-based collaborative filtering approaches by similarity fusion
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Analysis of a low-dimensional linear model under recommendation attacks
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Discovering task-oriented usage pattern for web recommendation
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Don't look stupid: avoiding pitfalls when recommending research papers
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
IAT '06 Proceedings of the IEEE/WIC/ACM international conference on Intelligent Agent Technology
Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors
Interacting with Computers
Usage derived recommendations for a video digital library
Journal of Network and Computer Applications
Google news personalization: scalable online collaborative filtering
Proceedings of the 16th international conference on World Wide Web
Guest Editors' Introduction: Recommender Systems
IEEE Intelligent Systems
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
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
Robust collaborative filtering
Proceedings of the 2007 ACM conference on Recommender systems
A Comparison of Collaborative-Filtering Recommendation Algorithms for E-commerce
IEEE Intelligent Systems
A group recommendation system with consideration of interactions among group members
Expert Systems with Applications: An International Journal
Collaborative recommender systems: Combining effectiveness and efficiency
Expert Systems with Applications: An International Journal
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
A novel collaborative filtering approach for recommending ranked items
Expert Systems with Applications: An International Journal
A new restoration-based recommender system for shopping buddy smart carts
International Journal of Business Information Systems
Unified relevance models for rating prediction in collaborative filtering
ACM Transactions on Information Systems (TOIS)
Proceedings of the 17th international conference on World Wide Web
Learning multiple graphs for document recommendations
Proceedings of the 17th international conference on World Wide Web
Collaborative filtering on skewed datasets
Proceedings of the 17th international conference on World Wide Web
Preference networks: probabilistic models for recommendation systems
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
International Journal of Learning Technology
EigenRank: a ranking-oriented approach to collaborative filtering
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Improving maximum margin matrix factorization
Machine Learning
Probabilistic relevance ranking for collaborative filtering
Information Retrieval
Factorization meets the neighborhood: a multifaceted collaborative filtering model
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Optimizing customer's selection for configurable product in B2C e-commerce application
Computers in Industry
Open Domain Recommendation: Social Networks and Collaborative Filtering
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Learning Bidirectional Similarity for Collaborative Filtering
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
COLLABORATIVE WEB AGENT BASED ON FRIEND NETWORK
Applied Artificial Intelligence
Incremental probabilistic latent semantic analysis for automatic question recommendation
Proceedings of the 2008 ACM conference on Recommender systems
Online-updating regularized kernel matrix factorization models for large-scale recommender systems
Proceedings of the 2008 ACM conference on Recommender systems
Matrix factorization and neighbor based algorithms for the netflix prize problem
Proceedings of the 2008 ACM conference on Recommender systems
Adaptive collaborative filtering
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
If you like the beatles you might like...: a tutorial on music recommendation
MM '08 Proceedings of the 16th ACM international conference on Multimedia
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
Latent grouping models for user preference prediction
Machine Learning
Unsupervised strategies for shilling detection and robust collaborative filtering
User Modeling and User-Adapted Interaction
HQE: A hybrid method for query expansion
Expert Systems with Applications: An International Journal
WSEAS Transactions on Computers
Improving Accuracy of Recommender System by Item Clustering
IEICE - Transactions on Information and Systems
Mean-Variance Analysis: A New Document Ranking Theory in Information Retrieval
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Variational Bayesian Approach for Long-Term Relevance Feedback
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
International Journal of Autonomic Computing
The Time-Series Link Prediction Problem with Applications in Communication Surveillance
INFORMS Journal on Computing
CARES: a ranking-oriented CADAL recommender system
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Recommendation as link prediction: a graph kernel-based machine learning approach
Proceedings of the 9th ACM/IEEE-CS joint conference on Digital libraries
Mind the gaps: weighting the unknown in large-scale one-class collaborative filtering
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Substitutes or complements: another step forward in recommendations
Proceedings of the 10th ACM conference on Electronic commerce
Modeling Collaborative Similarity with the Signed Resistance Distance Kernel
Proceedings of the 2008 conference on ECAI 2008: 18th European Conference on Artificial Intelligence
Risky business: modeling and exploiting uncertainty in information retrieval
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Learning to recommend with social trust ensemble
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Trust and nuanced profile similarity in online social networks
ACM Transactions on the Web (TWEB)
Evaluating Interface Variants on Personality Acquisition for Recommender Systems
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Capturing Social Networking Privacy Preferences
PETS '09 Proceedings of the 9th International Symposium on Privacy Enhancing Technologies
Collaborative Filtering Recommendation Algorithm Using Dynamic Similar Neighbor Probability
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
Two-Way Grouping by One-Way Topic Models
IDA '09 Proceedings of the 8th International Symposium on Intelligent Data Analysis: Advances in Intelligent Data Analysis VIII
Unsupervised shilling detection for collaborative filtering
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 2
Multi-HDP: a non parametric Bayesian model for tensor factorization
AAAI'08 Proceedings of the 23rd national conference on Artificial intelligence - Volume 3
Personalization of tagging systems
Information Processing and Management: an International Journal
Time-Dependent Models in Collaborative Filtering Based Recommender System
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Real-Time Collaborative Filtering Using Extreme Learning Machine
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Exploiting user similarity based on rated-item pools for improved user-based collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Effective diverse and obfuscated attacks on model-based recommender systems
Proceedings of the third ACM conference on Recommender systems
Learning to recommend with trust and distrust relationships
Proceedings of the third ACM conference on Recommender systems
Harnessing the power of "favorites" lists for recommendation systems
Proceedings of the third ACM conference on Recommender systems
Measuring predictive capability in collaborative filtering
Proceedings of the third ACM conference on Recommender systems
Recommender systems for the conference paper assignment problem
Proceedings of the third ACM conference on Recommender systems
Factor in the neighbors: Scalable and accurate collaborative filtering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Msuggest: a semantic recommender framework for traditional chinese medicine book search engine
Proceedings of the 18th ACM conference on Information and knowledge management
Probabilistic latent preference analysis for collaborative filtering
Proceedings of the 18th ACM conference on Information and knowledge management
Proceedings of the 18th ACM conference on Information and knowledge management
A social recommendation framework based on multi-scale continuous conditional random fields
Proceedings of the 18th ACM conference on Information and knowledge management
Building a high-level dataflow system on top of Map-Reduce: the Pig experience
Proceedings of the VLDB Endowment
Language Models of Collaborative Filtering
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Incremental Learning of Triadic PLSA for Collaborative Filtering
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
A brief survey of computational approaches in social computing
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Topic-based web page recommendation using tags
ISI'09 Proceedings of the 2009 IEEE international conference on Intelligence and security informatics
Non-textual event summarization by applying machine learning to template-based language generation
UCNLG+Sum '09 Proceedings of the 2009 Workshop on Language Generation and Summarisation
Pairwise interaction tensor factorization for personalized tag recommendation
Proceedings of the third ACM international conference on Web search and data mining
Investigation of various matrix factorization methods for large recommender systems
Proceedings of the 2nd KDD Workshop on Large-Scale Recommender Systems and the Netflix Prize Competition
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
An empirical study of data smoothing methods for memory-based and hybrid collaborative filtering
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Data mining for web personalization
The adaptive web
Collaborative filtering recommender systems
The adaptive web
An efficient ontology-based expert peering system
GbRPR'07 Proceedings of the 6th IAPR-TC-15 international conference on Graph-based representations in pattern recognition
A PLSA-based approach for building user profile and implementing personalized recommendation
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
Time to CARE: a collaborative engine for practical disease prediction
Data Mining and Knowledge Discovery
Towards a scalable kNN CF algorithm: exploring effective applications of clustering
WebKDD'06 Proceedings of the 8th Knowledge discovery on the web international conference on Advances in web mining and web usage analysis
I/O scalable Bregman co-clustering
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Unified collaborative filtering model based on combination of latent features
Expert Systems with Applications: An International Journal
BPR: Bayesian personalized ranking from implicit feedback
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Ordinal Boltzmann Machines for collaborative filtering
UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
International Journal of Approximate Reasoning
LESSON: A system for lecture notes searching and sharing over Internet
Journal of Systems and Software
Practical Approaches to Principal Component Analysis in the Presence of Missing Values
The Journal of Machine Learning Research
Three challenges in data mining
Frontiers of Computer Science in China
Online evolutionary collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
List-wise learning to rank with matrix factorization for collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
Design and user issues in personality-based recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Adapting neighborhood and matrix factorization models for context aware recommendation
Proceedings of the Workshop on Context-Aware Movie Recommendation
Collaborative future event recommendation
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Unifying explicit and implicit feedback for collaborative filtering
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Information Systems Frontiers
Summarizing non-textual events with a 'briefing' focus
Large Scale Semantic Access to Content (Text, Image, Video, and Sound)
Recommender systems with social regularization
Proceedings of the fourth ACM international conference on Web search and data mining
CMAP: effective fusion of quality and relevance for multi-criteria recommendation
Proceedings of the fourth ACM international conference on Web search and data mining
Robustness analysis of model-based collaborative filtering systems
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
A proposal for news recommendation based on clustering techniques
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Mining networked media collections
AMR'09 Proceedings of the 7th international conference on Adaptive multimedia retrieval: understanding media and adapting to the user
Modeling DNS activities based on probabilistic latent semantic analysis
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
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)
Learning bidirectional asymmetric similarity for collaborative filtering via matrix factorization
Data Mining and Knowledge Discovery
Design and evaluation of a command recommendation system for software applications
ACM Transactions on Computer-Human Interaction (TOCHI)
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
A social network-aware top-N recommender system using GPU
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Web recommendation based on back propagation neural networks
ISNN'11 Proceedings of the 8th international conference on Advances in neural networks - Volume Part III
SCENE: a scalable two-stage personalized news recommendation system
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Probabilistic factor models for web site recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Functional matrix factorizations for cold-start 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
Utilizing marginal net utility for recommendation in e-commerce
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
SFViz: interest-based friends exploration and recommendation in social networks
Proceedings of the 2011 Visual Information Communication - International Symposium
Information seeking: convergence of search, recommendations, and advertising
Communications of the ACM
Latent subject-centered modeling of collaborative tagging: An application in social search
ACM Transactions on Management Information Systems (TMIS)
Cost-aware travel tour recommendation
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
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
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Predicting the performance of recommender systems: an information theoretic approach
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Folksonomy-based personalized search and ranking in social media services
Information Systems
Modeling item selection and relevance for accurate recommendations: a bayesian approach
Proceedings of the fifth ACM conference on Recommender systems
Shared collaborative filtering
Proceedings of the fifth ACM conference on Recommender systems
Bayesian latent variable models for collaborative item rating prediction
Proceedings of the 20th ACM international conference on Information and knowledge management
YANA: an efficient privacy-preserving recommender system for online social communities
Proceedings of the 20th ACM international conference on Information and knowledge management
Expert Systems with Applications: An International Journal
Exploiting rating behaviors for effective collaborative filtering
WISE'06 Proceedings of the 7th international conference on Web Information Systems
A unified probabilistic framework for clustering correlated heterogeneous web objects
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
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
Collaborative quality filtering: establishing consensus or recovering ground truth?
WebKDD'04 Proceedings of the 6th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Research paper recommender systems: a subspace clustering approach
WAIM'05 Proceedings of the 6th international conference on Advances in Web-Age Information Management
A service-based framework for personalized learning objects retrieval and recommendation
ICWL'06 Proceedings of the 5th international conference on Advances in Web Based Learning
Incremental Collaborative Filtering recommender based on Regularized Matrix Factorization
Knowledge-Based Systems
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
A careful assessment of recommendation algorithms related to dimension reduction techniques
Knowledge-Based Systems
A web recommendation technique based on probabilistic latent semantic analysis
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Auralist: introducing serendipity into music recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Learning recommender systems with adaptive regularization
Proceedings of the fifth ACM international conference on Web search and data mining
Interest-based real-time content recommendation in online social communities
Knowledge-Based Systems
A collaborative filtering similarity measure based on singularities
Information Processing and Management: an International Journal
Generating suggestions for queries in the long tail with an inverted index
Information Processing and Management: an International Journal
Data sparsity issues in the collaborative filtering framework
WebKDD'05 Proceedings of the 7th international conference on Knowledge Discovery on the Web: advances in Web Mining and Web Usage Analysis
Pushing the boundaries of crowd-enabled databases with query-driven schema expansion
Proceedings of the VLDB Endowment
A latent model for collaborative filtering
International Journal of Approximate Reasoning
A recommendation algorithm combining clustering method and slope one scheme
ICIC'11 Proceedings of the 7th international conference on Intelligent Computing: bio-inspired computing and applications
A levelwise spectral co-clustering algorithm for collaborative filtering
Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Gaussian process for recommender systems
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Build your own music recommender by modeling internet radio streams
Proceedings of the 21st international conference on World Wide Web
An exploration of improving collaborative recommender systems via user-item subgroups
Proceedings of the 21st international conference on World Wide Web
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Using past-prediction accuracy in recommender systems
Information Sciences: an International Journal
New approaches to diversity and novelty in recommender systems
FDIA'11 Proceedings of the Fourth BCS-IRSG conference on Future Directions in Information Access
Accuracy improvements for multi-criteria recommender systems
Proceedings of the 13th ACM Conference on Electronic Commerce
Feature based informative model for discriminating favorite items from unrated ones
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Recommending Flickr groups with social topic model
Information Retrieval
Personalized news recommendation: a review and an experimental investigation
Journal of Computer Science and Technology - Special issue on Community Analysis and Information Recommendation
An evolving recommender-based framework for virtual learning communities
International Journal of Web Based Communities
Feature enriched nonparametric bayesian co-clustering
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Expectation-Maximization collaborative filtering with explicit and implicit feedback
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Explicit relevance models in intent-oriented information retrieval diversification
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
TFMAP: optimizing MAP for top-n context-aware recommendation
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Increasing temporal diversity with purchase intervals
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Electronic Commerce Research and Applications
CLiMF: learning to maximize reciprocal rank with collaborative less-is-more filtering
Proceedings of the sixth ACM conference on Recommender systems
A parallel matrix factorization based recommender by alternating stochastic gradient decent
Engineering Applications of Artificial Intelligence
User participation prediction in online forums
EACL '12 Proceedings of the 13th Conference of the European Chapter of the Association for Computational Linguistics
Exploring personal impact for group recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
PRemiSE: personalized news recommendation via implicit social experts
Proceedings of the 21st ACM international conference on Information and knowledge management
On using category experts for improving the performance and accuracy in recommender systems
Proceedings of the 21st ACM international conference on Information and knowledge management
Towards a user based recommendation strategy for digital ecosystems
Knowledge-Based Systems
Applying the learning rate adaptation to the matrix factorization based collaborative filtering
Knowledge-Based Systems
SPCF: a stepwise partitioning for collaborative filtering to alleviate sparsity problems
Journal of Information Science
A modified random walk framework for handling negative ratings and generating explanations
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Social temporal collaborative ranking for context aware movie recommendation
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Mining contextual movie similarity with matrix factorization for context-aware recommendation
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
Personalized Reliability Prediction of Web Services
ACM Transactions on Software Engineering and Methodology (TOSEM)
PENETRATE: Personalized news recommendation using ensemble hierarchical clustering
Expert Systems with Applications: An International Journal
News recommendation via hypergraph learning: encapsulation of user behavior and news content
Proceedings of the sixth ACM international conference on Web search and data mining
Learning multiple-question decision trees for cold-start recommendation
Proceedings of the sixth ACM international conference on Web search and data mining
Unifying rating-oriented and ranking-oriented collaborative filtering for improved recommendation
Information Sciences: an International Journal
Application of recommendation system: an empirical study of the mobile reading platform
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Expert Systems with Applications: An International Journal
A new approach for collaborative filtering based on mining frequent itemsets
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
Learning Rating Patterns for Top-N Recommendations
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Serendipitous Personalized Ranking for Top-N Recommendation
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
A topic-based recommender system for electronic marketplace platforms
Expert Systems with Applications: An International Journal
Recommending social network applications via social filtering mechanisms
Information Sciences: an International Journal
Proceedings of the 28th Annual ACM Symposium on Applied Computing
Lattice navigation for collaborative filtering by means of (fuzzy) formal concept analysis
Proceedings of the 28th Annual ACM Symposium on Applied Computing
A hidden Markov model for collaborative filtering
MIS Quarterly
Addressing cold-start in app recommendation: latent user models constructed from twitter followers
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
Probabilistic group recommendation via information matching
Proceedings of the 22nd international conference on World Wide Web
Personalized recommendation via cross-domain triadic factorization
Proceedings of the 22nd international conference on World Wide Web
DIGTOBI: a recommendation system for Digg articles using probabilistic modeling
Proceedings of the 22nd international conference on World Wide Web
TopRec: domain-specific recommendation through community topic mining in social network
Proceedings of the 22nd international conference on World Wide Web
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
Exploiting the diversity of user preferences for recommendation
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
Attribute-based collaborative filtering using genetic algorithm and weighted C-means algorithm
International Journal of Business Information Systems
Nonparametric bayesian multitask collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
GAPfm: optimal top-n recommendations for graded relevance domains
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Pairwise learning in recommendation: experiments with community recommendation on linkedin
Proceedings of the 7th ACM conference on Recommender systems
A semantic social network-based expert recommender system
Applied Intelligence
Exploiting trustors as well as trustees in trust-based recommendation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Exploiting two-faceted web of trust for enhanced-quality recommendations
Expert Systems with Applications: An International Journal
Collaborative pseudo-relevance feedback
Expert Systems with Applications: An International Journal
Collaborative filtering based on rating psychology
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Incorporating social actions into recommender systems
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Personalized news recommendation via implicit social experts
Information Sciences: an International Journal
Learning aspects of interest from Gaze
Proceedings of the 6th workshop on Eye gaze in intelligent human machine interaction: gaze in multimodal interaction
Boosting the K-Nearest-Neighborhood based incremental collaborative filtering
Knowledge-Based Systems
Promoting diversity in recommendation by entropy regularizer
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
SCMF: sparse covariance matrix factorization for collaborative filtering
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
User behavior learning and transfer in composite social networks
ACM Transactions on Knowledge Discovery from Data (TKDD) - Casin special issue
Probabilistic topic models for sequence data
Machine Learning
Cost-Aware Collaborative Filtering for Travel Tour Recommendations
ACM Transactions on Information Systems (TOIS)
Bridging memory-based collaborative filtering and text retrieval
Information Retrieval
Modeling and broadening temporal user interest in personalized news recommendation
Expert Systems with Applications: An International Journal
Learning bilinear model for matching queries and documents
The Journal of Machine Learning Research
Modeling contextual agreement in preferences
Proceedings of the 23rd international conference on World wide web
Colbar: A collaborative location-based regularization framework for QoS prediction
Information Sciences: an International Journal
QoS-aware service selection via collaborative QoS evaluation
World Wide Web
| Hi-index | 0.03 |
Collaborative filtering aims at learning predictive models of user preferences, interests or behavior from community data, that is, a database of available user preferences. In this article, we describe a new family of model-based algorithms designed for this task. These algorithms rely on a statistical modelling technique that introduces latent class variables in a mixture model setting to discover user communities and prototypical interest profiles. We investigate several variations to deal with discrete and continuous response variables as well as with different objective functions. The main advantages of this technique over standard memory-based methods are higher accuracy, constant time prediction, and an explicit and compact model representation. The latter can also be used to mine for user communitites. The experimental evaluation shows that substantial improvements in accucracy over existing methods and published results can be obtained.