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
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
A clickstream-based collaborative filtering personalization model: towards a better performance
Proceedings of the 6th annual ACM international workshop on Web information and data management
Proceedings of the 10th international conference on Intelligent user interfaces
IEEE Transactions on Knowledge and Data Engineering
Data Mining: Concepts and Techniques
Data Mining: Concepts and Techniques
Introduction to Data Mining, (First Edition)
Introduction to Data Mining, (First Edition)
Design of a shopbot and recommender system for bundle purchases
Decision Support Systems
Intelligent e-government services with personalized recommendation techniques: Research Articles
International Journal of Intelligent Systems
Trust-aware recommender systems
Proceedings of the 2007 ACM conference on Recommender systems
Website browsing aid: A navigation graph-based recommendation system
Decision Support Systems
A semantic-expansion approach to personalized knowledge recommendation
Decision Support Systems
Decision support for team staffing: An automated relational recommendation approach
Decision Support Systems
Designing Specific Weighted Similarity Measures to Improve Collaborative Filtering Systems
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
Shopbot 2.0: Integrating recommendations and promotions with comparison shopping
Decision Support Systems
A hybrid recommendation technique based on product category attributes
Expert Systems with Applications: An International Journal
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Recommender system based on workflow
Decision Support Systems
Semantically Enhanced Recommender Systems
OTM '09 Proceedings of the Confederated International Workshops and Posters on On the Move to Meaningful Internet Systems: ADI, CAMS, EI2N, ISDE, IWSSA, MONET, OnToContent, ODIS, ORM, OTM Academy, SWWS, SEMELS, Beyond SAWSDL, and COMBEK 2009
A personalized recommendation system based on product taxonomy for one-to-one marketing online
Expert Systems with Applications: An International Journal
Collaborative filtering recommender systems
The adaptive web
Using trust in collaborative filtering recommendation
IEA/AIE'07 Proceedings of the 20th international conference on Industrial, engineering, and other applications of applied intelligent systems
Recommender Systems Handbook
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
International Journal of Intelligent Systems
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
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Generating predictive movie recommendations from trust in social networks
iTrust'06 Proceedings of the 4th international conference on Trust Management
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Alleviating the sparsity problem of collaborative filtering using trust inferences
iTrust'05 Proceedings of the Third international conference on Trust Management
Boosting the K-Nearest-Neighborhood based incremental collaborative filtering
Knowledge-Based Systems
Collaborative filtering with social regularization for TV program recommendation
Knowledge-Based Systems
Recommendations of closed consensus temporal patterns by group decision making
Knowledge-Based Systems
A smart TV system with body-gesture control, tag-based rating and context-aware recommendation
Knowledge-Based Systems
Utilizing user tag-based interests in recommender systems for social resource sharing websites
Knowledge-Based Systems
Merging trust in collaborative filtering to alleviate data sparsity and cold start
Knowledge-Based Systems
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
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Collaborative Filtering (CF) is the most popular recommendation technique but still suffers from data sparsity, user and item cold-start problems, resulting in poor recommendation accuracy and reduced coverage. This study incorporates additional information from the users' social trust network and the items' semantic domain knowledge to alleviate these problems. It proposes an innovative Trust-Semantic Fusion (TSF)-based recommendation approach within the CF framework. Experiments demonstrate that the TSF approach significantly outperforms existing recommendation algorithms in terms of recommendation accuracy and coverage when dealing with the above problems. A business-to-business recommender system case study validates the applicability of the TSF approach.