A theory of diagnosis from first principles
Artificial Intelligence
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
The FindMe Approach to Assisted Browsing
IEEE Expert: Intelligent Systems and Their Applications
Query length in interactive information retrieval
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
An Accurate and Scalable Collaborative Recommender
Artificial Intelligence Review
Compound Critiques for Conversational Recommender Systems
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Feature Selection Methods for Conversational Recommender Systems
EEE '05 Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service (EEE'05) on e-Technology, e-Commerce and e-Service
IEEE Transactions on Knowledge and Data Engineering
Multimedia-based interactive advising technology for online consumer decision support
Communications of the ACM - Special issue: RFID
Web Page Recommender System based on Folksonomy Mining for ITNG '06 Submissions
ITNG '06 Proceedings of the Third International Conference on Information Technology: New Generations
Guest Editors' Introduction: Recommender Systems
IEEE Intelligent Systems
Acquiring and Revising Preferences in a Critique-Based Mobile Recommender System
IEEE Intelligent Systems
Informed Recommender: Basing Recommendations on Consumer Product Reviews
IEEE Intelligent Systems
Introduction to the Special Issue: Recommender Systems
International Journal of Electronic Commerce
Reducing development and maintenance efforts for web-based recommender applications
International Journal of Web Engineering and Technology
Proceedings of the 13th international conference on Intelligent user interfaces
Automated debugging of recommender user interface descriptions
Applied Intelligence
QUICKXPLAIN: preferred explanations and relaxations for over-constrained problems
AAAI'04 Proceedings of the 19th national conference on Artifical intelligence
Evaluating critiquing-based recommender agents
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
The VITA financial services sales support environment
IAAI'07 Proceedings of the 19th national conference on Innovative applications of artificial intelligence - Volume 2
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
Persuasive recommendation: serial position effects in knowledge-based recommender systems
PERSUASIVE'07 Proceedings of the 2nd international conference on Persuasive technology
Utility-Based Repair of Inconsistent Requirements
IEA/AIE '09 Proceedings of the 22nd International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems: Next-Generation Applied Intelligence
Recommendations with prerequisites
Proceedings of the third ACM conference on Recommender systems
Personalized query relaxations and repairs in knowledge-based recommendation
Proceedings of the third ACM conference on Recommender systems
Consumer Decision Making in Knowledge-Based Recommendation
AMT '09 Proceedings of the 5th International Conference on Active Media Technology
Evaluating, combining and generalizing recommendations with prerequisites
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Recommending learning objects according to a teachers' contex model
EC-TEL'10 Proceedings of the 5th European conference on Technology enhanced learning conference on Sustaining TEL: from innovation to learning and practice
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part I
Consumer decision making in knowledge-based recommendation
Journal of Intelligent Information Systems
Tag-based resource recommendation in social annotation applications
UMAP'11 Proceedings of the 19th international conference on User modeling, adaption, and personalization
Recommendation systems with complex constraints: A course recommendation perspective
ACM Transactions on Information Systems (TOIS)
UMAP'10 Proceedings of the 18th international conference on User Modeling, Adaptation, and Personalization
Resource recommendation in social annotation systems: A linear-weighted hybrid approach
Journal of Computer and System Sciences
Preface to the special issue on user interfaces for recommender systems
User Modeling and User-Adapted Interaction
Recommendations using linked data
Proceedings of the 5th Ph.D. workshop on Information and knowledge
An intelligent framework for e-government personalized services
Proceedings of the 14th Annual International Conference on Digital Government Research
Knowledge-Based Systems
Facilitating Team Processes with Recommender Systems: A Behavioral Science Perspective
Proceedings of the 13th International Conference on Knowledge Management and Knowledge Technologies
ReComment: towards critiquing-based recommendation with speech interaction
Proceedings of the 7th ACM conference on Recommender systems
Review: Mobile recommender systems in tourism
Journal of Network and Computer Applications
Automated repair of scoring rules in constraint-based recommender systems
AI Communications - Intelligent Engineering Techniques for Knowledge Bases
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Recommender systems support users in identifying products and services in e-commerce and other information-rich environments. Recommendation problems have a long history as a successful AI application area, with substantial interest beginning in the mid-1990s, and increasing with the subsequent rise of e-commerce. Recommender systems research long focused on recommending only simple products such as movies or books; constraint-based recommendation now receives increasing attention due to the capability of recommending complex products and services. In this paper, we first introduce a taxonomy of recommendation knowledge sources and algorithmic approaches. We then go on to discuss the most prevalent techniques of constraint-based recommendation and outline open research issues.