Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
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
Measuring retrieval effectiveness based on user preference of documents
Journal of the American Society for Information Science
Learning Binary Relations Using Weighted Majority Voting
Machine Learning
BIRCH: an efficient data clustering method for very large databases
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Machine Learning - Special issue on learning with probabilistic representations
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
OPTICS: ordering points to identify the clustering structure
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Horting hatches an egg: a new graph-theoretic approach to collaborative filtering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Mining navigation history for recommendation
Proceedings of the 5th international conference on Intelligent user interfaces
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Unsupervised learning by probabilistic latent semantic analysis
Machine Learning
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Introduction to Reinforcement Learning
Introduction to Reinforcement Learning
Collaborative filtering with privacy via factor analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Methods and metrics for cold-start recommendations
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Exploring Versus Exploiting when Learning User Models for Text Recommendation
User Modeling and User-Adapted Interaction
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Collaborative Filtering Using Weighted Majority Prediction Algorithms
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
PEGASUS: A policy search method for large MDPs and POMDPs
UAI '00 Proceedings of the 16th Conference on Uncertainty in 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
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Dynamic Programming
Dependency networks for inference, collaborative filtering, and data visualization
The Journal of Machine Learning Research
The Journal of Machine Learning Research
Discriminative Parameter Learning of General Bayesian Network Classifiers
ICTAI '03 Proceedings of the 15th IEEE International Conference on Tools with Artificial Intelligence
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
ACM Transactions on Information Systems (TOIS)
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
A graph model for E-commerce recommender systems
Journal of the American Society for Information Science and Technology
Shilling recommender systems for fun and profit
Proceedings of the 13th international conference on World Wide Web
A collaborative filtering algorithm and evaluation metric that accurately model the user experience
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
PocketLens: Toward a personal recommender system
ACM Transactions on Information Systems (TOIS)
The multiple multiplicative factor model for collaborative filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Probabilistic Model Estimation for Collaborative Filtering Based on Items Attributes
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Collaborative recommendation: A robustness analysis
ACM Transactions on Internet Technology (TOIT)
Taxonomy-driven computation of product recommendations
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Scale and Translation Invariant Collaborative Filtering Systems
Information Retrieval
Collaborative Filtering Using a Regression-Based Approach
Knowledge and Information Systems
IEEE Transactions on Knowledge and Data Engineering
Scalable collaborative filtering using cluster-based smoothing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
An MDP-Based Recommender System
The Journal of Machine Learning Research
Fast maximum margin matrix factorization for collaborative prediction
ICML '05 Proceedings of the 22nd international conference on Machine learning
Query Size Estimation Using Clustering Techniques
ICTAI '05 Proceedings of the 17th IEEE International Conference on Tools with Artificial Intelligence
Being accurate is not enough: how accuracy metrics have hurt recommender systems
CHI '06 Extended Abstracts on Human Factors in Computing Systems
Induction of compact decision trees for personalized recommendation
Proceedings of the 2006 ACM symposium on Applied computing
Collaborative prediction using ensembles of Maximum Margin Matrix Factorizations
ICML '06 Proceedings of the 23rd international conference on Machine learning
A collaborative filtering framework based on fuzzy association rules and multiple-level similarity
Knowledge and Information Systems
Collaborative Filtering for Multi-class Data Using Belief Nets Algorithms
ICTAI '06 Proceedings of the 18th IEEE International Conference on Tools with Artificial Intelligence
Improving the prediction performance of customer behavior through multiple imputation
Intelligent Data Analysis
Hybrid Collaborative Filtering Algorithms Using a Mixture of Experts
WI '07 Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence
Unified relevance models for rating prediction in collaborative filtering
ACM Transactions on Information Systems (TOIS)
Imputation-boosted collaborative filtering using machine learning classifiers
Proceedings of the 2008 ACM symposium on Applied computing
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
Tutorial on recent progress in collaborative filtering
Proceedings of the 2008 ACM conference on Recommender systems
Investigation of Various Matrix Factorization Methods for Large Recommender Systems
ICDMW '08 Proceedings of the 2008 IEEE International Conference on Data Mining Workshops
Journal of Artificial Intelligence Research
Latent class models for collaborative filtering
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
A brief introduction to boosting
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Learning a model of a web user's interests
UM'03 Proceedings of the 9th international conference on User modeling
Collaborative filtering with the simple Bayesian classifier
PRICAI'00 Proceedings of the 6th Pacific Rim international conference on Artificial intelligence
Incremental methods for computing bounds in partially observable Markov decision processes
AAAI'97/IAAI'97 Proceedings of the fourteenth national conference on artificial intelligence and ninth conference on Innovative applications of artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Context-based services selection and recommendation through P-learning platform
ITHET'10 Proceedings of the 9th international conference on Information technology based higher education and training
List-wise learning to rank with matrix factorization for collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
A novel recommender system fusing the opinions from experts and ordinary people
Proceedings of the Workshop on Context-Aware Movie Recommendation
Movie recommendations based in explicit and implicit features extracted from the Filmtipset dataset
Proceedings of the Workshop on Context-Aware Movie Recommendation
Lasso-based tag expansion and tag-boosted collaborative filtering
PCM'10 Proceedings of the Advances in multimedia information processing, and 11th Pacific Rim conference on Multimedia: Part II
A probabilistic approach to semantic collaborative filtering using world knowledge
Journal of Information Science
Tag recommendation based on Bayesian principle
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Predicting product duration for adaptive advertisement
ADMA'10 Proceedings of the 6th international conference on Advanced data mining and applications - Volume Part II
Functional matrix factorizations for cold-start recommendation
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
A case study in a recommender system based on purchase data
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Localized factor models for multi-context recommendation
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Adaptive active learning in recommender systems
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
An information recommendation agent on microblogging service
KES-AMSTA'11 Proceedings of the 5th KES international conference on Agent and multi-agent systems: technologies and applications
Behavioral cost-based recommendation model for wanderers in town
HCII'11 Proceedings of the 14th international conference on Human-computer interaction: towards mobile and intelligent interaction environments - Volume Part III
A comprehensive reference model for personalized recommender systems
HI'11 Proceedings of the 2011 international conference on Human interface and the management of information - Volume Part I
A game theoretic framework for data privacy preservation in recommender systems
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Search, adapt, and reuse: the future of scientific workflows
ACM SIGMOD Record
AdPriRec: a context-aware recommender system for user privacy in MANET services
UIC'11 Proceedings of the 8th international conference on Ubiquitous intelligence and computing
A web-based pervasive recommendation system for mobile tourist guides
Personal and Ubiquitous Computing
Information market based recommender systems fusion
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
A probabilistic definition of item similarity
Proceedings of the fifth ACM conference on Recommender systems
Adaptive social similarities for recommender systems
Proceedings of the fifth ACM conference on Recommender systems
Content-boosted matrix factorization for recommender systems: experiments with recipe recommendation
Proceedings of the fifth ACM conference on Recommender systems
A QoS evaluation method for personalized service requests
WISM'11 Proceedings of the 2011 international conference on Web information systems and mining - Volume Part II
Model-based clustering of inhomogeneous paired comparison data
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
Distance metrics for high dimensional nearest neighborhood recovery: Compression and normalization
Information Sciences: an International Journal
Pistis: A Privacy-Preserving Content Recommender System for Online Social Communities
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Diversification and refinement in collaborative filtering recommender
Proceedings of the 20th ACM international conference on Information and knowledge management
Trust alignment: a sine qua non of open multi-agent systems
OTM'11 Proceedings of the 2011th Confederated international conference on On the move to meaningful internet systems - Volume Part I
ROAuth: recommendation based open authorization
Proceedings of the Seventh Symposium on Usable Privacy and Security
Learning location naming from user check-in histories
Proceedings of the 19th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
A design framework for recommender system by incorporating sequential information
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Group-aware prediction with exponential smoothing for collaborative filtering
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Temporal rating habits: a valuable tool for rating discrimination
Proceedings of the 2nd Challenge on Context-Aware Movie Recommendation
Arbitrarily distributed data-based recommendations with privacy
Data & Knowledge Engineering
Auralist: introducing serendipity into music recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
Semi-sparse algorithm based on multi-layer optimization for recommendation system
Proceedings of the 2012 International Workshop on Programming Models and Applications for Multicores and Manycores
A recommender system based on historical usage data for web service discovery
Service Oriented Computing and Applications
Collaborative video reindexing via matrix factorization
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Information Processing and Management: an International Journal
Enhancement of information seeking using an information needs radar model
Information Processing and Management: an International Journal
Framework for smoothing-based collaborative filtering recommender system
Proceedings of the 50th Annual Southeast Regional Conference
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
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
An exploration of improving collaborative recommender systems via user-item subgroups
Proceedings of the 21st international conference on World Wide Web
A generic graph-based multidimensional recommendation framework and its implementations
Proceedings of the 21st international conference companion on World Wide Web
Contextual trace-based video recommendations
Proceedings of the 21st international conference companion on World Wide Web
The impact of recommender systems on item-, user-, and rating-diversity
ADMI'11 Proceedings of the 7th international conference on Agents and Data Mining Interaction
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
Engineering trust alignment: Theory, method and experimentation
International Journal of Human-Computer Studies
Subjective review-based reputation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
A privacy-protecting architecture for collaborative filtering via forgery and suppression of ratings
DPM'11 Proceedings of the 6th international conference, and 4th international conference on Data Privacy Management and Autonomous Spontaneus Security
Context-aware role mining for mobile service recommendation
Proceedings of the 27th Annual ACM Symposium on Applied Computing
A people-to-people recommendation system using tensor space models
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Stochastic search for global neighbors selection in collaborative filtering
Proceedings of the 27th Annual ACM Symposium on Applied Computing
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part III
Ranking domain objects by wisdom of web pages
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
When sparsity meets noise in collaborative filtering
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Semantics and usage statistics for multi-dimensional query expansion
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
An adaptive approach to dealing with unstable behaviour of users in collaborative filtering systems
Journal of Information Science
A framework for collaborative filtering recommender systems
Expert Systems with Applications: An International Journal
A retrieval method adaptively reducing user's subjective impression gap
Multimedia Tools and Applications
Recommending Flickr groups with social topic model
Information Retrieval
From neighbors to global neighbors in collaborative filtering: an evolutionary optimization approach
Proceedings of the 14th annual conference on Genetic and evolutionary computation
TruBeRepec: a trust-behavior-based reputation and recommender system for mobile applications
Personal and Ubiquitous Computing
Learning binary codes for collaborative filtering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Incremental set recommendation based on class differences
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
A sequential recommendation approach for interactive personalized story generation
Proceedings of the 11th International Conference on Autonomous Agents and Multiagent Systems - Volume 1
A Multi-Criteria Metric Algorithm for Recommender Systems
Fundamenta Informaticae - Theory that Counts: To Oscar Ibarra on His 70th Birthday
A propagation model for integrating web of things and social networks
ICSOC'11 Proceedings of the 2011 international conference on Service-Oriented Computing
Alternating least squares for personalized ranking
Proceedings of the sixth ACM conference on Recommender systems
Review quality aware collaborative filtering
Proceedings of the sixth ACM conference on Recommender systems
Exploiting the web of data in model-based recommender systems
Proceedings of the sixth ACM conference on Recommender systems
A study of recommending locations on location-based social network by collaborative filtering
Canadian AI'12 Proceedings of the 25th Canadian conference on Advances in Artificial Intelligence
Improving location prediction services for new users with probabilistic latent semantic analysis
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
RevMiner: an extractive interface for navigating reviews on a smartphone
Proceedings of the 25th annual ACM symposium on User interface software and technology
Annotating preferences in negotiation dialogues
SemEval '12 Proceedings of the First Joint Conference on Lexical and Computational Semantics - Volume 1: Proceedings of the main conference and the shared task, and Volume 2: Proceedings of the Sixth International Workshop on Semantic Evaluation
Finding associations among SNPS for prostate cancer using collaborative filtering
Proceedings of the ACM sixth international workshop on Data and text mining in biomedical informatics
Stylometric relevance-feedback towards a hybrid book recommendation algorithm
Proceedings of the fifth ACM workshop on Research advances in large digital book repositories and complementary media
Building a personalized audio equalizer interface with transfer learning and active learning
Proceedings of the second international ACM workshop on Music information retrieval with user-centered and multimodal strategies
Metaphor: a system for related search recommendations
Proceedings of the 21st ACM international conference on Information and knowledge management
Exploring personal impact for group recommendation
Proceedings of the 21st ACM international conference on Information and knowledge management
Adapting vector space model to ranking-based collaborative filtering
Proceedings of the 21st ACM international conference on Information and knowledge management
Learning to rank for hybrid recommendation
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
Twitter hyperlink recommendation with user-tweet-hyperlink three-way clustering
Proceedings of the 21st ACM international conference on Information and knowledge management
Evaluating collaborative filtering recommendations inside large learning object repositories
Information Processing and Management: an International Journal
Towards a user based recommendation strategy for digital ecosystems
Knowledge-Based Systems
An automatic classification system for consumer regulatory focus by analyzing web shopping logs
Proceedings of the 2012 ACM Research in Applied Computation Symposium
Content-based collaborative filtering for question difficulty calibration
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
A live comparison of methods for personalized article recommendation at forbes.com
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part II
Network-Based inference algorithm on hadoop
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
Cluster searching strategies for collaborative recommendation systems
Information Processing and Management: an International Journal
CONTENTUS--technologies for next generation multimedia libraries
Multimedia Tools and Applications
Sparkler: supporting large-scale matrix factorization
Proceedings of the 16th International Conference on Extending Database Technology
In the Mood4: recommendation by examples
Proceedings of the 16th International Conference on Extending Database Technology
Semi-Supervised Policy Recommendation for Online Social Networks
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Enhancing Academic Event Participation with Context-aware and Social Recommendations
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
Personalized News Recommendation Based on Collaborative Filtering
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Expert Systems with Applications: An International Journal
An intelligent framework for e-government personalized services
Proceedings of the 14th Annual International Conference on Digital Government Research
Knowledge-Based Systems
Time-aware point-of-interest recommendation
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Multi-source deep learning for information trustworthiness estimation
Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining
Learning to recommend with multi-faceted trust in social networks
Proceedings of the 22nd international conference on World Wide Web companion
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
SoCo: a social network aided context-aware recommender system
Proceedings of the 22nd international conference on World Wide Web
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
Localized matrix factorization for recommendation based on matrix block diagonal forms
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)
Prediction of atomic web services reliability based on k-means clustering
Proceedings of the 2013 9th Joint Meeting on Foundations of Software Engineering
Book recommender prototype based on author's writing style
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
AdaM: adaptive-maximum imputation for neighborhood-based collaborative filtering
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
Proceedings of the 2013 ACM international joint conference on Pervasive and ubiquitous computing
Opinion-based User Profile Modeling for Contextual Suggestions
Proceedings of the 2013 Conference on the Theory of Information Retrieval
PREA: personalized recommendation algorithms toolkit
The Journal of Machine Learning Research
Understanding temporal dynamics of ratings in the book recommendation scenario
Proceedings of the 2013 International Conference on Information Systems and Design of Communication
Nonparametric bayesian multitask collaborative filtering
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Personalized news recommendation with context trees
Proceedings of the 7th ACM conference on Recommender systems
Online multi-task collaborative filtering for on-the-fly recommender systems
Proceedings of the 7th ACM conference on Recommender systems
Context-aware review helpfulness rating prediction
Proceedings of the 7th ACM conference on Recommender systems
Efficient top-n recommendation for very large scale binary rated datasets
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
Combining prestige and relevance ranking for personalized 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
PEN recsys: a personalized news recommender systems framework
Proceedings of the 2013 International News Recommender Systems Workshop and Challenge
Collaborative filtering based on rating psychology
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Location recommendation in location-based social networks using user check-in data
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Integrating collaborative filtering and matching-based search for product recommendations
Journal of Theoretical and Applied Electronic Commerce Research
Sketching for big data recommender systems using fast pseudo-random fingerprints
ICALP'13 Proceedings of the 40th international conference on Automata, Languages, and Programming - Volume Part II
Modeling, characterizing and recommendation in multimedia web content services
Proceedings of the 19th Brazilian symposium on Multimedia and the web
A probability-based unified framework for semantic search and recommendation
Journal of Information Science
Survey of social search from the perspectives of the village paradigm and online social networks
Journal of Information Science
Over-Fitting and Error Detection for Online Role Mining
International Journal of Web Services Research
A Multimedia Recommender System
ACM Transactions on Internet Technology (TOIT)
Celebrity recommendation with collaborative social topic regression
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Cross-domain collaborative filtering via bilinear multilevel analysis
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Collaborative filtering with social regularization for TV program recommendation
Knowledge-Based Systems
Understanding and promoting micro-finance activities in Kiva.org
Proceedings of the 7th ACM international conference on Web search and data mining
Social collaborative retrieval
Proceedings of the 7th ACM international conference on Web search and data mining
Preference-based mining of top-K influential nodes in social networks
Future Generation Computer Systems
Leveraging clustering approaches to solve the gray-sheep users problem in recommender systems
Expert Systems with Applications: An International Journal
Utilizing user tag-based interests in recommender systems for social resource sharing websites
Knowledge-Based Systems
Cloud based real-time collaborative filtering for item-item recommendations
Computers in Industry
ACM Transactions on the Web (TWEB)
Personalized recommendation based on review topics
Service Oriented Computing and Applications
Semi-sparse algorithm based on multi-layer optimization for recommender system
The Journal of Supercomputing
A survey of collaborative filtering based social recommender systems
Computer Communications
A genre-based fuzzy inference approach for effective filtering of movies
Intelligent Data Analysis
Crossover method for interactive genetic algorithms to estimate multimodal preferences
Applied Computational Intelligence and Soft Computing
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As one of the most successful approaches to building recommender systems, collaborative filtering (CF) uses the known preferences of a group of users to make recommendations or predictions of the unknown preferences for other users. In this paper, we first introduce CF tasks and their main challenges, such as data sparsity, scalability, synonymy, gray sheep, shilling attacks, privacy protection, etc., and their possible solutions. We then present three main categories of CF techniques: memory-based, modelbased, and hybrid CF algorithms (that combine CF with other recommendation techniques), with examples for representative algorithms of each category, and analysis of their predictive performance and their ability to address the challenges. From basic techniques to the state-of-the-art, we attempt to present a comprehensive survey for CF techniques, which can be served as a roadmap for research and practice in this area.