Information filtering and information retrieval: two sides of the same coin?
Communications of the ACM - Special issue on information filtering
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
Agents that reduce work and information overload
Human-computer interaction
Recommending and evaluating choices in a virtual community of use
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
PHOAKS: a system for sharing recommendations
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Proceedings of the ACM SIGCHI Conference on Human factors in computing systems
Concept features in Re:Agent, an intelligent Email agent
AGENTS '98 Proceedings of the second international conference on Autonomous agents
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
Term Weighting Approaches in Automatic Text Retrieval
Term Weighting Approaches in Automatic Text Retrieval
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Communications of the ACM
Analysis of recommendation algorithms for e-commerce
Proceedings of the 2nd ACM conference on Electronic commerce
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
MOVIES2GO: an online voting based movie recommender system
Proceedings of the fifth international conference on Autonomous agents
Peer-to-peer based recommendations for mobile commerce
WMC '01 Proceedings of the 1st international workshop on Mobile commerce
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Getting to know you: learning new user preferences in recommender systems
Proceedings of the 7th international conference on Intelligent user interfaces
TalkMine: a soft computing approach to adaptive knowledge recommendation
Soft computing agents
Content-based filtering and personalization using structured metadata
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
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
Meta-recommendation systems: user-controlled integration of diverse recommendations
Proceedings of the eleventh international conference on Information and knowledge management
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web
User Modeling and User-Adapted Interaction
User interfaces and help systems: from helplessness to intelligent assistance
Artificial Intelligence Review
Studying Recommendation Algorithms by Graph Analysis
Journal of Intelligent Information Systems
Content-Independent Task-Focused Recommendation
IEEE Internet Computing
Exploiting hierarchical domain structure to compute similarity
ACM Transactions on Information Systems (TOIS)
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
An Adaptive Recommendation System with a Coordinator Agent
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Establishing a Taxonomy of Quality for Use in Information Filtering
BNCOD 19 Proceedings of the 19th British National Conference on Databases: Advances in Databases
An Improved Recommendation Algorithm in Collaborative Filtering
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
Improving Case-Based Recommendation: A Collaborative Filtering Approach
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Yoda: An Accurate and Scalable Web-Based Recommendation System
CooplS '01 Proceedings of the 9th International Conference on Cooperative Information Systems
Data Mining Support for Case-Based Collaborative Recommendation
AICS '02 Proceedings of the 13th Irish International Conference on Artificial Intelligence and Cognitive Science
A Hybrid Recommender System Combining Collaborative Filtering with Neural Network
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Agents That Model and Learn User Interests for Dynamic Collaborative Filtering
CIA '02 Proceedings of the 6th International Workshop on Cooperative Information Agents VI
METIOREW: An Objective Oriented Content Based and Collaborative Recommending System
Revised Papers from the nternational Workshops OHS-7, SC-3, and AH-3 on Hypermedia: Openness, Structural Awareness, and Adaptivity
RecTree: An Efficient Collaborative Filtering Method
DaWaK '01 Proceedings of the Third International Conference on Data Warehousing and Knowledge Discovery
A Case-Based Recommender System Using Implicit Rating Techniques
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Research Topics Discovery from WWW by Keywords Association Rules
RSCTC '00 Revised Papers from the Second International Conference on Rough Sets and Current Trends in Computing
Adaptive interfaces and agents
The human-computer interaction handbook
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
A Movie Recommendation System—An Application of Voting Theory in User Modeling
User Modeling and User-Adapted Interaction
Mining customer product ratings for personalized marketing
Decision Support Systems - Special issue: Web data mining
An Adaptive Recommendation System without Explicit Acquisition of User Relevance Feedback
Distributed and Parallel Databases
Designing information spaces
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Improving the Quality of the Personalized Electronic Program Guide
User Modeling and User-Adapted Interaction
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
ACM Transactions on Information Systems (TOIS)
OSGS—A Personalized Online Store for E-Commerce Environments
Information Retrieval
Learning User Similarity and Rating Style for Collaborative Recommendation
Information Retrieval
Modelling and filtering of MPEG-7-compliant meta-data for digital video
Proceedings of the 2004 ACM symposium on Applied computing
An Agent-Based Consumer Recommendation Mechanism
ICDCSW '04 Proceedings of the 24th International Conference on Distributed Computing Systems Workshops - W7: EC (ICDCSW'04) - Volume 7
Shilling recommender systems for fun and profit
Proceedings of the 13th international conference on World Wide Web
PocketLens: Toward a personal recommender system
ACM Transactions on Information Systems (TOIS)
Unifying collaborative and content-based filtering
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Trust-Based Community Formation in Peer-to-Peer File Sharing Networks
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
CROC: A New Evaluation Criterion for Recommender Systems
Electronic Commerce Research
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
Collaborative filtering supporting web site navigation
AI Communications
Using PACT in an e-commerce recommendation system
ICEC '05 Proceedings of the 7th international conference on Electronic commerce
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Privacy and HCI: methodologies for studying privacy issues
CHI '06 Extended Abstracts on Human Factors in Computing Systems
The impact of online music services on the demand for stars in the music industry
Proceedings of the 15th international conference on World Wide Web
Agent-based buddy-finding methodology for knowledge sharing
Information and Management
Collaborative prediction using ensembles of Maximum Margin Matrix Factorizations
ICML '06 Proceedings of the 23rd international conference on Machine learning
Naïve filterbots for robust cold-start recommendations
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
A new approach for combining content-based and collaborative filters
Journal of Intelligent Information Systems
Don't look stupid: avoiding pitfalls when recommending research papers
CSCW '06 Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work
ACM Transactions on Internet Technology (TOIT)
Collaborative Filtering Supporting Web Site Navigation
AI Communications
Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors
Interacting with Computers
A cognitive approach for agent-based personalized recommendation
Knowledge-Based Systems
On the enhancement of collaborative filtering by demographic data
Web Intelligence and Agent Systems
Web Intelligence and Agent Systems
ESMAP: A Multi-agent Platform for Extending a Knowledge Management System
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Recommenders in a personalized, collaborative digital library environment
Journal of Intelligent Information Systems
Applying collaborative filtering techniques to movie search for better ranking and browsing
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Integrated personal recommender systems
Proceedings of the ninth international conference on Electronic commerce
REFEREE: an open framework for practical testing of recommender systems using ResearchIndex
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
ACM Transactions on Information Systems (TOIS)
Improving new user recommendations with rule-based induction on cold user data
Proceedings of the 2007 ACM conference on Recommender systems
The DYNAMOS approach to support context-aware service provisioning in mobile environments
Journal of Systems and Software
A recommender system using GA K-means clustering in an online shopping market
Expert Systems with Applications: An International Journal
Sharing experiences to learn user characteristics in dynamic environments with sparse data
Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems
Applications of wavelet data reduction in a recommender system
Expert Systems with Applications: An International Journal
A new restoration-based recommender system for shopping buddy smart carts
International Journal of Business Information Systems
Website link prediction using a Markov chain model based on multiple time periods
International Journal of Web Engineering and Technology
Agent-based collaborative filtering based on fuzzy recommendations
International Journal of Web Engineering and Technology
International Journal of Intelligent Systems Technologies and Applications
Collaborative filtering on streaming data with interest-drifting
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Expert Systems with Applications: An International Journal
Decision support for team staffing: An automated relational recommendation approach
Decision Support Systems
Mediation of user models for enhanced personalization in recommender systems
User Modeling and User-Adapted Interaction
International Journal of Learning Technology
RFID-Based Interactive Learning in Science Museums
UIC '08 Proceedings of the 5th international conference on Ubiquitous Intelligence and Computing
A Ubiquitous Interactive Museum Guide
UIC '08 Proceedings of the 5th international conference on Ubiquitous Intelligence and Computing
Accuracy in Rating and Recommending Item Features
AH '08 Proceedings of the 5th international conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Expert Systems with Applications: An International Journal
Tied boltzmann machines for cold start recommendations
Proceedings of the 2008 ACM conference on Recommender systems
Tag-based user modeling for social multi-device adaptive guides
User Modeling and User-Adapted Interaction
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
Intelligent Support for Inclusive eLearning
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Social recommendations of content and metadata
Proceedings of the 10th International Conference on Information Integration and Web-based Applications & Services
Trustworthy knowledge diffusion model based on risk discovery on peer-to-peer networks
Expert Systems with Applications: An International Journal
A recommender system for research resources based on fuzzy linguistic modeling
Expert Systems with Applications: An International Journal
Agent-Community-based P2P semantic MyPortal information retrieval system architecture
Journal of Embedded Computing - Selected papers of EUC 2005
Personalized recommendation on dynamic content using predictive bilinear models
Proceedings of the 18th international conference on World wide web
A Probabilistic Approach for Mining Drifting User Interest
APWeb/WAIM '09 Proceedings of the Joint International Conferences on Advances in Data and Web Management
Learning preferences of new users in recommender systems: an information theoretic approach
ACM SIGKDD Explorations Newsletter
Regression-based latent factor models
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Proceedings of the 20th ACM conference on Hypertext and hypermedia
A multi-disciplinar recommender system to advice research resources in University Digital Libraries
Expert Systems with Applications: An International Journal
Review: Personalizing recommendations for tourists
Telematics and Informatics
Explicit vs implicit profiling: a case-study in electronic programme guides
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
Pairwise preference regression for cold-start recommendation
Proceedings of the third ACM conference on Recommender systems
A unified approach to building hybrid recommender systems
Proceedings of the third ACM conference on Recommender systems
Information Sciences: an International Journal
Experiences with RFID-based interactive learning in museums
International Journal of Autonomous and Adaptive Communications Systems
Agent-based buddy-finding methodology for knowledge sharing
Information and Management
Experiences with RFID-based interactive learning in museums
International Journal of Autonomous and Adaptive Communications Systems
fLDA: matrix factorization through latent dirichlet allocation
Proceedings of the third ACM international conference on Web search and data mining
Personalized news recommendation based on click behavior
Proceedings of the 15th international conference on Intelligent user interfaces
Towards publishing recommendation data with predictive anonymization
ASIACCS '10 Proceedings of the 5th ACM Symposium on Information, Computer and Communications Security
Attaining fast and successful searches in E-commerce environments
ECIR'03 Proceedings of the 25th European conference on IR research
A new algorithm for performing ratings-based collaborative filtering
APWeb'03 Proceedings of the 5th Asia-Pacific web conference on Web technologies and applications
Collaborative filtering recommender systems
The adaptive web
Hybrid web recommender systems
The adaptive web
Usability engineering for the adaptive web
The adaptive web
Risk discovery based on recommendation flow analysis on social networks
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Effect of the number of users and bias of users' preference on recommender systems
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
User profiling with privacy: a framework for adaptive information agents
Intelligent information agents
International Journal of Approximate Reasoning
Personalizing the settings for Cf-based recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Beyond accuracy: evaluating recommender systems by coverage and serendipity
Proceedings of the fourth ACM conference on Recommender systems
A hybrid recommendation method with reduced data for large-scale application
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Recommending friends and locations based on individual location history
ACM Transactions on the Web (TWEB)
An improved similarity algorithm based on hesitation degree for user-based collaborative filtering
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
Rank order-based recommendation approach for multiple featured products
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Integrating web service and semantic dialogue model for user models interoperability on the web
Journal of Intelligent Information Systems
Users' (Dis)satisfaction with the personalTV application: Combining objective and subjective data
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
Generalizing matrix factorization through flexible regression priors
Proceedings of the fifth ACM conference on Recommender systems
Enhancing collaborative filtering systems with personality information
Proceedings of the fifth ACM conference on Recommender systems
Information Sciences: an International Journal
Expert Systems with Applications: An International Journal
Recommendation agent impact on consumer online shopping: The Movie Magic case study
Expert Systems with Applications: An International Journal
UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence
User preference through learning user profile for ubiquitous recommendation systems
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Evaluation of attribute-aware recommender system algorithms on data with varying characteristics
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
Overcoming browser cookie churn with clustering
Proceedings of the fifth ACM international conference on Web search and data mining
Finding the right consumer: optimizing for conversion in display advertising campaigns
Proceedings of the fifth ACM international conference on Web search and data mining
An adaptive spreading activation scheme for performing more effective collaborative recommendation
DEXA'05 Proceedings of the 16th international conference on Database and Expert Systems Applications
Collaborative machine learning
From Integrated Publication and Information Systems to Virtual Information and Knowledge Environments
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
ACP2P: agent community based peer-to-peer information retrieval
AP2PC'04 Proceedings of the Third international conference on Agents and Peer-to-Peer Computing
Proceedings of the ACM 2012 conference on Computer Supported Cooperative Work
Impact of data characteristics on recommender systems performance
ACM Transactions on Management Information Systems (TMIS)
Entertainment personalization mechanism through cross-domain user modeling
INTETAIN'05 Proceedings of the First international conference on Intelligent Technologies for Interactive Entertainment
Location-based service with context data for a restaurant recommendation
DEXA'06 Proceedings of the 17th international conference on Database and Expert Systems Applications
Hybrid approach for context-aware service discovery in healthcare domain
Journal of Computer and System Sciences
ACP2P: agent-community-based peer-to-peer information retrieval – an evaluation
AP2PC'05 Proceedings of the 4th international conference on Agents and Peer-to-Peer Computing
Investigating the influence of QoS on personal evaluation behaviour in a mobile context
Multimedia Tools and Applications
Neural expert networks for faster combined collaborative and content-based recommendation
Journal of Computational Methods in Sciences and Engineering
Capturing, management and utilization of lifecycle information for learning resources
EC-TEL'07 Proceedings of the Second European conference on Technology Enhanced Learning: creating new learning experiences on a global scale
A heuristic method for collaborative recommendation using hierarchical user profiles
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
International Journal of Mobile Human Computer Interaction
Using profile expansion techniques to alleviate the new user problem
Information Processing and Management: an International Journal
Automatic news recommendations via aggregated profiling
Multimedia Tools and Applications
Knowledge-Based Systems
A Random Walk Model for Item Recommendation in Social Tagging Systems
ACM Transactions on Management Information Systems (TMIS)
A semantic social network-based expert recommender system
Applied Intelligence
Research paper recommender system evaluation: a quantitative literature survey
Proceedings of the International Workshop on Reproducibility and Replication in Recommender Systems Evaluation
A quality based recommender system to disseminate information in a university digital library
Information Sciences: an International Journal
Cloud based real-time collaborative filtering for item-item recommendations
Computers in Industry
Social relation-based dynamic team organization by context-aware matchmaking
Personal and Ubiquitous Computing
Tutorial on application-oriented evaluation of recommendation systems
AI Communications
Hi-index | 0.03 |
Information filtering agents and collaborative filtering both attempt to alleviate information overload by identifying which items a user will find worthwhile. Information filtering (IF) focuses on the analysis of item content and the development of a personal user interest profile. Collaborative filtering (CF) focuses on identification of other users with similar tastes and the use of their opinions to recommend items. Each technique has advantages and limitations that suggest that the two could be beneficially combined.This paper shows that a CF framework can be used to combine personal IF agents and the opinions of a community of users to produce better recommendations than either agents or users can produce alone. It also shows that using CF to create a personal combination of a set of agents produces better results than either individual agents or other combination mechanisms. One key implication of these results is that users can avoid having to select among agents; they can use them all and let the CF framework select the best ones for them.