Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
The weighted majority algorithm
Information and Computation
Case-based reasoning
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
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
An adaptive Web page recommendation service
AGENTS '97 Proceedings of the first international conference on Autonomous agents
WebMate: a personal agent for browsing and searching
AGENTS '98 Proceedings of the second international conference on Autonomous agents
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
MusicFX: an arbiter of group preferences for computer supported collaborative workouts
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
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
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
The Wasabi Personal Shopper: a case-based recommender system
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
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization
Data Mining and Knowledge Discovery
Exploring Versus Exploiting when Learning User Models for Text Recommendation
User Modeling and User-Adapted Interaction
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
The FindMe Approach to Assisted Browsing
IEEE Expert: Intelligent Systems and Their Applications
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Evaluating example-based search tools
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
ExpertClerk: navigating shoppers' buying process with the combination of asking and proposing
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A live-user evaluation of incremental dynamic critiquing
ICCBR'05 Proceedings of the 6th international conference on Case-Based Reasoning Research and Development
Item-Based Filtering and Semantic Networks for Personalized Web Content Adaptation in E-Commerce
SETN '08 Proceedings of the 5th Hellenic conference on Artificial Intelligence: Theories, Models and Applications
Conversational Case-Based Recommendations Exploiting a Structured Case Model
ECCBR '08 Proceedings of the 9th European conference on Advances in Case-Based Reasoning
A collaborative constraint-based meta-level recommender
Proceedings of the 2008 ACM conference on Recommender systems
Analysis of QoS in cooperative services for real time applications
Data & Knowledge Engineering
Improving recommender systems with adaptive conversational strategies
Proceedings of the 20th ACM conference on Hypertext and hypermedia
Towards service-oriented recommendation functionalities within pervasive e-learning systems
International Journal of Business Intelligence and Data Mining
A multi-disciplinar recommender system to advice research resources in University Digital Libraries
Expert Systems with Applications: An International Journal
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
A Group Recommender System for Tourist Activities
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
A Fuzzy Linguistic Recommender System to Disseminate the Own Academic Resources in Universities
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Conceptual recommender system for CiteSeerX
Proceedings of the third ACM conference on Recommender systems
Hydra: a hybrid recommender system [cross-linked rating and content information]
Proceedings of the 1st ACM international workshop on Complex networks meet information & knowledge management
Modeling a publication sharing system 2.0
HSI'09 Proceedings of the 2nd conference on Human System Interactions
Interest based selection of user generated content for rich communication services
Journal of Network and Computer Applications
Ontological technologies for user modelling
International Journal of Metadata, Semantics and Ontologies
Data mining for web personalization
The adaptive web
The adaptive web
Personalized search on the world wide web
The adaptive web
The adaptive web
Collaborative filtering recommender systems
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
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
Usability engineering for the adaptive web
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
Evaluating a recommendation application for online video content: an interdisciplinary study
Proceedings of the 8th international interactive conference on Interactive TV&Video
Group recommendations with rank aggregation and collaborative filtering
Proceedings of the fourth ACM conference on Recommender systems
Using self-defined group activities for improvingrecommendations in collaborative tagging systems
Proceedings of the fourth ACM conference on Recommender systems
Proceedings of the fourth ACM conference on Recommender systems
Modeling recommendation as a social choice problem
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
Static preference models for options with dynamic extent
KI'10 Proceedings of the 33rd annual German conference on Advances in artificial intelligence
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
Improving recommendations using WatchingNetworks in a social tagging system
Proceedings of the 2011 iConference
REQUEST: A Query Language for Customizing Recommendations
Information Systems Research
Interaction in web-based communities: a case study of Last.fm
International Journal of Web Based Communities
Cost-aware travel tour recommendation
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Users' (Dis)satisfaction with the personalTV application: Combining objective and subjective data
Computers in Entertainment (CIE) - Theoretical and Practical Computer Applications in Entertainment
Government-to-business personalized e-services using semantic-enhanced recommender system
EGOVIS'11 Proceedings of the Second international conference on Electronic government and the information systems perspective
Information market based recommender systems fusion
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Hybrid algorithms for recommending new items
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
Hybrid recommendation based on low-dimensional augmentation of combined feature profiles
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part II
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
An online video recommendation framework using rich information
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Information Sciences: an International Journal
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Proceedings of the 9th ACM international symposium on Mobility management and wireless access
Integrating rich information for video recommendation with multi-task rank aggregation
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Dataset-driven research for improving recommender systems for learning
Proceedings of the 1st International Conference on Learning Analytics and Knowledge
Egobile: where social networks go mobile
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
A user-and item-aware weighting scheme for combining predictive user models
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Context-aware music recommender systems: workshop keynote abstract
Proceedings of the 21st international conference companion on World Wide Web
On video recommendation over social network
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Discovery of Web user communities and their role in personalization
User Modeling and User-Adapted Interaction
A comparative survey of Personalised Information Retrieval and Adaptive Hypermedia techniques
Information Processing and Management: an International Journal
Improving a hybrid literary book recommendation system through author ranking
Proceedings of the 12th ACM/IEEE-CS joint conference on Digital Libraries
Optimal radio channel recommendations with explicit and implicit feedback
Proceedings of the sixth ACM conference on Recommender systems
High quality recommendations for small communities: the case of a regional parent network
Proceedings of the sixth ACM conference on Recommender systems
Geo-activity recommendations by using improved feature combination
Proceedings of the 2012 ACM Conference on Ubiquitous Computing
Personalized video recommendation based on viewing history with the study on YouTube
Proceedings of the 4th International Conference on Internet Multimedia Computing and Service
The other side of the social web: a taxonomy for social information access
Proceedings of the 18th Brazilian symposium on Multimedia and the web
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
Student progress assessment with the help of an intelligent pupil analysis system
Engineering Applications of Artificial Intelligence
Towards the semantic web --- incentivizing semantic annotation creation process
EKAW'12 Proceedings of the 18th international conference on Knowledge Engineering and Knowledge Management
Advances in Engineering Software
Clustering users to explain recommender systems' performance fluctuation
ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
A multi-view content-based user recommendation scheme for following users in twitter
SocInfo'12 Proceedings of the 4th international conference on Social Informatics
Automatic news recommendations via aggregated profiling
Multimedia Tools and Applications
A flexible framework for context-aware recommendations in the social commerce domain
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
Journal of Intelligent Manufacturing
An intelligent framework for e-government personalized services
Proceedings of the 14th Annual International Conference on Digital Government Research
Mining large streams of user data for personalized recommendations
ACM SIGKDD Explorations Newsletter
A proximity-based fallback model for hybrid web recommender systems
Proceedings of the 22nd international conference on World Wide Web companion
Exploiting non-content preference attributes through hybrid recommendation method
Proceedings of the 7th ACM conference on Recommender systems
Evaluating top-n recommendations "when the best are gone"
Proceedings of the 7th ACM conference on Recommender systems
Recommendation algorithm of the app store by using semantic relations between apps
The Journal of Supercomputing
International Journal of Business Information Systems
On weighted hybrid track recommendations
ICWE'13 Proceedings of the 13th international conference on Web Engineering
A hybrid b2b app recommender system
ICWE'13 Proceedings of the 13th international conference on Web Engineering
Towards effective course-based recommendations for public tenders
International Journal of Knowledge and Web Intelligence
Multi-Criteria Recommender Systems based on Multi-Attribute Decision Making
Proceedings of International Conference on Information Integration and Web-based Applications & Services
Cost-Aware Collaborative Filtering for Travel Tour Recommendations
ACM Transactions on Information Systems (TOIS)
A quality based recommender system to disseminate information in a university digital library
Information Sciences: an International Journal
Time-aware recommender systems: a comprehensive survey and analysis of existing evaluation protocols
User Modeling and User-Adapted Interaction
Hybreed: A software framework for developing context-aware hybrid recommender systems
User Modeling and User-Adapted Interaction
Automated repair of scoring rules in constraint-based recommender systems
AI Communications - Intelligent Engineering Techniques for Knowledge Bases
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Adaptive web sites may offer automated recommendations generated through any number of well-studied techniques including collaborative, content-based and knowledge-based recommendation. Each of these techniques has its own strengths and weaknesses. In search of better performance, researchers have combined recommendation techniques to build hybrid recommender systems. This chapter surveys the space of two-part hybrid recommender systems, comparing four different recommendation techniques and seven different hybridization strategies. Implementations of 41 hybrids including some novel combinations are examined and compared. The study finds that cascade and augmented hybrids work well, especially when combining two components of differing strengths.