Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
CHI '92 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Pointing the way: active collaborative filtering
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Fab: content-based, collaborative recommendation
Communications of the ACM
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
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
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
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
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
Meta-recommendation systems: user-controlled integration of diverse recommendations
Proceedings of the eleventh international conference on Information and knowledge management
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Privacy Risks in Recommender Systems
IEEE Internet Computing
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Is seeing believing?: how recommender system interfaces affect users' opinions
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Dependency networks for inference, collaborative filtering, and data visualization
The Journal of Machine Learning Research
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Latent semantic models for collaborative filtering
ACM Transactions on Information Systems (TOIS)
Think different: increasing online community participation using uniqueness and group dissimilarity
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Shilling recommender systems for fun and profit
Proceedings of the 13th international conference on World Wide Web
Enhancing digital libraries with TechLens+
Proceedings of the 4th ACM/IEEE-CS joint conference on Digital libraries
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)
Collaborative recommendation: A robustness analysis
ACM Transactions on Internet Technology (TOIT)
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
IEEE Transactions on Knowledge and Data Engineering
You are what you say: privacy risks of public mentions
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
PolyLens: a recommender system for groups of users
ECSCW'01 Proceedings of the seventh conference on European Conference on Computer Supported Cooperative Work
Data mining for web personalization
The adaptive web
Content-based recommendation systems
The adaptive web
The adaptive web
Hybrid web recommender systems
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
An economic model of user rating in an online recommender system
UM'05 Proceedings of the 10th international conference on User Modeling
Attacks and Remedies in Collaborative Recommendation
IEEE Intelligent Systems
Using data mining and recommender systems to scale up the requirements process
Proceedings of the 2nd international workshop on Ultra-large-scale software-intensive systems
Where did the researchers go?: supporting social navigation at a large academic
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
Efficient top-k querying over social-tagging networks
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Adaptive Search Results Personalized by a Fuzzy Recommendation Approach
PIT '08 Proceedings of the 4th IEEE tutorial and research workshop on Perception and Interactive Technologies for Speech-Based Systems: Perception in Multimodal Dialogue Systems
Locally Adaptive Neighborhood Selection for Collaborative Filtering Recommendations
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Concept-Based Document Recommendations for CiteSeer Authors
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
A collaborative constraint-based meta-level recommender
Proceedings of the 2008 ACM conference on Recommender systems
PITTCULT: trust-based cultural event recommender
Proceedings of the 2008 ACM conference on Recommender systems
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Tagommenders: connecting users to items through tags
Proceedings of the 18th international conference on World wide web
A recommender system for requirements elicitation in large-scale software projects
Proceedings of the 2009 ACM symposium on Applied Computing
Events discovery for personal video recorders
Proceedings of the seventh european conference on European interactive television conference
Supporting Personalized User Concept Spaces and Recommendations for a Publication Sharing System
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Filtering Fitness Trail Content Generated by Mobile Users
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Sequence-Based Trust for Document Recommendation
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
Recommender Systems on the Web: A Model-Driven Approach
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
The law of choice and the decision not to decide
IAAI'08 Proceedings of the 20th national conference on Innovative applications of artificial intelligence - Volume 3
A recommender system for dynamically evolving online forums
Proceedings of the third ACM conference on Recommender systems
Collaborative filtering for social tagging systems: an experiment with CiteULike
Proceedings of the third ACM conference on Recommender systems
Beyond the stars: exploiting free-text user reviews to improve the accuracy of movie recommendations
Proceedings of the 1st international CIKM workshop on Topic-sentiment analysis for mass opinion
Modeling a publication sharing system 2.0
HSI'09 Proceedings of the 2nd conference on Human System Interactions
A Web Recommender System for Recommending, Predicting and Personalizing Music Playlists
WISE '09 Proceedings of the 10th International Conference on Web Information Systems Engineering
Aggregation Trade Offs in Family Based Recommendations
AI '09 Proceedings of the 22nd Australasian Joint Conference on Advances in Artificial Intelligence
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
User profiles for personalized information access
The adaptive web
Data mining for web personalization
The adaptive web
The adaptive web
Personalized search on the world wide web
The adaptive web
The adaptive web
Content-based recommendation systems
The adaptive web
The adaptive web
Adaptive content presentation for the web
The adaptive web
Personalization in e-commerce applications
The adaptive web
The adaptive web
Adaptive support for distributed collaboration
The adaptive web
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Open corpus adaptive educational hypermedia
The adaptive web
Social information access: the other side of the social web
SOFSEM'08 Proceedings of the 34th conference on Current trends in theory and practice of computer science
Utilizing recommender systems to support software requirements elicitation
Proceedings of the 2nd International Workshop on Recommendation Systems for Software Engineering
A new collaborative filtering metric that improves the behavior of recommender systems
Knowledge-Based Systems
Information Sciences: an International Journal
Social navigation for the spoken web
Proceedings of the fourth ACM conference on Recommender systems
Improving the effectiveness of collaborative recommendation with ontology-based user profiles
Proceedings of the 1st International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Proceedings of the 1st ACM international workshop on Connected multimedia
Service selection decision support in the internet of services
GECON'10 Proceedings of the 7th international conference on Economics of grids, clouds, systems, and services
Multi-criteria retrieval in cultural heritage recommendation systems
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
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
A real-time tweet diffusion advisor for #Twitter
Proceedings of the ACM 2011 conference on Computer supported cooperative work
Enabling trust-aware semantic web service selection a flexible and personalized approach
Proceedings of the 12th International Conference on Information Integration and Web-based Applications & Services
On-demand feature recommendations derived from mining public product descriptions
Proceedings of the 33rd International Conference on Software Engineering
StakeSource2.0: using social networks of stakeholders to identify and prioritise requirements
Proceedings of the 33rd International Conference on Software Engineering
Recommender systems by means of information retrieval
Proceedings of the International Conference on Web Intelligence, Mining and Semantics
Applying web usage mining for adaptive intranet navigation
IRFC'11 Proceedings of the Second international conference on Multidisciplinary information retrieval facility
The impact of rating scales on user's rating behavior
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Location-adapted music recommendation using tags
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
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
Modeling users for adaptive semantics visualizations
UAHCI'11 Proceedings of the 6th international conference on Universal access in human-computer interaction: users diversity - Volume Part II
Context- and activity-awareness in collaborative environments
Proceedings of the 2011 international workshop on Situation activity & goal awareness
Serendipitous fuzzy item recommendation with profilematcher
WILF'11 Proceedings of the 9th international conference on Fuzzy logic and applications
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Double-sided recommendations: a novel framework for recommender systems
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
Extracting and exploiting topics of interests from social tagging systems
ICAIS'11 Proceedings of the Second international conference on Adaptive and intelligent systems
Comparisons Instead of Ratings: Towards More Stable Preferences
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Collaborative filtering based on significances
Information Sciences: an International Journal
Extended precision quality measure for recommender systems
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Improving collaborative filtering in social tagging systems
CAEPIA'11 Proceedings of the 14th international conference on Advances in artificial intelligence: spanish association for artificial intelligence
Top-N news recommendations in digital newspapers
Knowledge-Based Systems
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
Content based recommender system by using eye gaze data
Proceedings of the Symposium on Eye Tracking Research and Applications
Gaussian process for recommender systems
KSEM'11 Proceedings of the 5th international conference on Knowledge Science, Engineering and Management
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Personalization and privacy: a survey of privacy risks and remedies in personalization-based systems
User Modeling and User-Adapted Interaction
A comparative survey of Personalised Information Retrieval and Adaptive Hypermedia techniques
Information Processing and Management: an International Journal
Web personalization based on usage mining
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
Using inferred tag ratings to improve user-based collaborative filtering
Proceedings of the 27th Annual ACM Symposium on Applied Computing
CCR: a content-collaborative reciprocal recommender for online dating
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Recommending source code for use in rapid software prototypes
Proceedings of the 34th International Conference on Software Engineering
Discovering unknown but interesting items on personal social network
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Trust-based local and social recommendation
Proceedings of the 4th ACM RecSys workshop on Recommender systems and the social web
An expandable recommendation system on IPTV
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
User profile generation reflecting user's temporal preference through web life-log
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Recommendations using linked data
Proceedings of the 5th Ph.D. workshop on Information and knowledge
A trust-semantic fusion-based recommendation approach for e-business applications
Decision Support Systems
Social factors in group recommender systems
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
An approach to social recommendation for context-aware mobile services
ACM Transactions on Intelligent Systems and Technology (TIST) - Special section on twitter and microblogging services, social recommender systems, and CAMRa2010: Movie recommendation in context
A framework for trusted services
ICSOC'12 Proceedings of the 10th international conference on Service-Oriented Computing
A PLA-based privacy-enhancing user modeling framework and its evaluation
User Modeling and User-Adapted Interaction
Research opportunities for argumentation in social networks
Artificial Intelligence Review
User-centric evaluation of a K-furthest neighbor collaborative filtering recommender algorithm
Proceedings of the 2013 conference on Computer supported cooperative work
Composite Service Recommendation Based on Bayes Theorem
International Journal of Web Services Research
Data sets for offline evaluation of scholar's recommender system
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
T-Recs: Time-aware Twitter-based Drug Recommender System
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Monitoring and recommending privacy settings in social networks
Proceedings of the Joint EDBT/ICDT 2013 Workshops
Applicability of Demographic Recommender System to Tourist Attractions: A Case Study on Trip Advisor
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 03
User Interest and Topic Detection for Personalized Recommendation
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Journal of Intelligent Manufacturing
A hybrid fuzzy-based personalized recommender system for telecom products/services
Information Sciences: an International Journal
Novel personal and group-based trust models in collaborative filtering for document recommendation
Information Sciences: an International Journal
Knowledge-Based Systems
ACM Transactions on Interactive Intelligent Systems (TiiS)
A personalised search approach for web service recommendation
International Journal of Ad Hoc and Ubiquitous Computing
Trust based recommendation systems
Proceedings of the 2013 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining
A Multimedia Recommender System
ACM Transactions on Internet Technology (TOIT)
Tasks for agent-based negotiation teams: Analysis, review, and challenges
Engineering Applications of Artificial Intelligence
A case-based solution to the cold-start problem in group recommenders
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Contents Recommendation Method Using Social Network Analysis
Wireless Personal Communications: An International Journal
Facing the cold start problem in recommender systems
Expert Systems with Applications: An International Journal
Personalised Information Retrieval: survey and classification
User Modeling and User-Adapted Interaction
Personalized recommendation based on review topics
Service Oriented Computing and Applications
Semantic Recommendation of Information Sources for Lifelong Learning
Journal of Integrated Design & Process Science
Tutorial on application-oriented evaluation of recommendation systems
AI Communications
Automated repair of scoring rules in constraint-based recommender systems
AI Communications - Intelligent Engineering Techniques for Knowledge Bases
Using hybrid semantic information filtering approach in communities of practice of E-learning
Journal of Web Engineering
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One of the potent personalization technologies powering the adaptive web is collaborative filtering. Collaborative filtering (CF) is the process of filtering or evaluating items through the opinions of other people. CF technology brings together the opinions of large interconnected communities on the web, supporting filtering of substantial quantities of data. In this chapter we introduce the core concepts of collaborative filtering, its primary uses for users of the adaptive web, the theory and practice of CF algorithms, and design decisions regarding rating systems and acquisition of ratings. We also discuss how to evaluate CF systems, and the evolution of rich interaction interfaces. We close the chapter with discussions of the challenges of privacy particular to a CF recommendation service and important open research questions in the field.