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
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
Fab: content-based, collaborative recommendation
Communications of the ACM
Recommender systems for evaluating computer messages
Communications of the ACM
Comparing feature-based and clique-based user models for movie selection
Proceedings of the third ACM conference on Digital libraries
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Recommender systems in e-commerce
Proceedings of the 1st ACM conference on Electronic commerce
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
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
A graph-based recommender system for digital library
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Content-based filtering and personalization using structured metadata
Proceedings of the 2nd ACM/IEEE-CS joint conference on Digital libraries
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
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
Proceedings of the 2nd international conference on Knowledge capture
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
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
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint 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
Improving recommendation lists through topic diversification
WWW '05 Proceedings of the 14th international conference on World Wide Web
Time weight collaborative filtering
Proceedings of the 14th ACM international conference on Information and knowledge management
Automatic computation of semantic proximity using taxonomic knowledge
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
SuggestBot: using intelligent task routing to help people find work in wikipedia
Proceedings of the 12th international conference on Intelligent user interfaces
Investigating interactions of trust and interest similarity
Decision Support Systems
Towards Automated Reputation and Brand Monitoring on the Web
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
Improving Recommendation Novelty Based on Topic Taxonomy
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
Proceedings of the 2008 ACM symposium on Applied computing
Collaborative filtering on streaming data with interest-drifting
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
A multi-agent legal recommender system
Artificial Intelligence and Law
Exploiting Domain Knowledge by Automated Taxonomy Generation in Recommender Systems
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Personalized Recommender Systems Integrating Social Tags and Item Taxonomy
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Pairwise preference regression for cold-start recommendation
Proceedings of the third ACM conference on Recommender systems
Expert Systems with Applications: An International Journal
A Hybrid Collaborative Filtering System for Contextual Recommendations in Social Networks
DS '09 Proceedings of the 12th International Conference on Discovery Science
A Spatial User Similarity Measure for Geographic Recommender Systems
GeoS '09 Proceedings of the 3rd International Conference on GeoSpatial Semantics
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Representing context in web search with ontological user profiles
CONTEXT'07 Proceedings of the 6th international and interdisciplinary conference on Modeling and using context
Connecting users and items with weighted tags for personalized item recommendations
Proceedings of the 21st ACM conference on Hypertext and hypermedia
A hybrid collaborative filtering recommendation mechanism for P2P networks
Future Generation Computer Systems
Recommendations Over Domain Specific User Graphs
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
Classical music for rock fans?: novel recommendations for expanding user interests
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Personalized recommender system based on item taxonomy and folksonomy
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
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
User-centered profile representation for recommendations across multiple content domains
International Journal of Knowledge-based and Intelligent Engineering Systems
Reliable representations for association rules
Data & Knowledge Engineering
Response prediction using collaborative filtering with hierarchies and side-information
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Auralist: introducing serendipity into music recommendation
Proceedings of the fifth ACM international conference on Web search and data mining
A web-based novel term similarity framework for ontology learning
ODBASE'06/OTM'06 Proceedings of the 2006 Confederated international conference on On the Move to Meaningful Internet Systems: CoopIS, DOA, GADA, and ODBASE - Volume Part I
Using association rules to solve the cold-start problem in recommender systems
PAKDD'10 Proceedings of the 14th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I
Taxonomy-Oriented recommendation towards recommendation with stage
APWeb'12 Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications
Supercharging recommender systems using taxonomies for learning user purchase behavior
Proceedings of the VLDB Endowment
A hybrid user-centred recommendation strategy applied to repositories of learning objects
International Journal of Web Based Communities
Product recommendation with temporal dynamics
Expert Systems with Applications: An International Journal
Graph Searching Algorithms for Semantic-Social Recommendation
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Cost-sensitive learning for large-scale hierarchical classification
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
CALBA: capacity-aware location-based advertising in temporary social networks
Proceedings of the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems
Taxonomy discovery for personalized recommendation
Proceedings of the 7th ACM international conference on Web search and data mining
Personalized recommender systems integrating tags and item taxonomy
Web Intelligence and Agent Systems
A fuzzy co-clustering approach for hybrid recommender systems
International Journal of Hybrid Intelligent Systems
Automatic task-based profile representation for content-based recommendation
International Journal of Knowledge-based and Intelligent Engineering Systems
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Recommender systems have been subject to an enormous rise in popularity and research interest over the last ten years. At the same time, very large taxonomies for product classification are becoming increasingly prominent among e-commerce systems for diverse domains, rendering detailed machine-readable content descriptions feasible. Amazon.com makes use of an entire plethora of hand-crafted taxonomies classifying books, movies, apparel, and various other goods. We exploit such taxonomic background knowledge for the computation of personalized recommendations. Hereby, relationships between super-concepts and sub-concepts constitute an important cornerstone of our novel approach, providing powerful inference opportunities for profile generation based upon the classification of products that customers have chosen. Ample empirical analysis, both offline and online, demonstrates our proposal's superiority over common existing approaches when user information is sparse and implicit ratings prevail.