Pictures of relevance: a geometric analysis of similarity measures
Journal of the American Society for Information Science
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
STOC '01 Proceedings of the thirty-third annual ACM symposium on Theory of computing
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
Eigentaste: A Constant Time Collaborative Filtering Algorithm
Information Retrieval
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Content-boosted collaborative filtering for improved recommendations
Eighteenth national conference on Artificial intelligence
Sparsity, scalability, and distribution in recommender systems
Sparsity, scalability, and distribution in recommender systems
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
A document management methodology based on similarity contents
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Web page feature selection and classification using neural networks
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
On the enhancement of collaborative filtering by demographic data
Web Intelligence and Agent Systems
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem
Information Sciences: an International Journal
Developing recommender systems with the consideration of product profitability for sellers
Information Sciences: an International Journal
Learning Bidirectional Similarity for Collaborative Filtering
ECML PKDD '08 Proceedings of the 2008 European Conference on Machine Learning and Knowledge Discovery in Databases - Part I
Boosting collaborative filtering based on statistical prediction errors
Proceedings of the 2008 ACM conference on Recommender systems
Matrix factorization and neighbor based algorithms for the netflix prize problem
Proceedings of the 2008 ACM conference on Recommender systems
Collaborative filtering with ordinal scale-based implicit ratings for mobile music recommendations
Information Sciences: an International Journal
A collaborative filtering recommendation algorithm based on SVD smoothing
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Distributed recommender for peer-to-peer knowledge sharing
Information Sciences: an International Journal
Information Sciences: an International Journal
Accelerated Learning of User Profiles
Management Science
Expert Systems with Applications: An International Journal
Learning bidirectional asymmetric similarity for collaborative filtering via matrix factorization
Data Mining and Knowledge Discovery
An improved privacy-preserving DWT-based collaborative filtering scheme
Expert Systems with Applications: An International Journal
A design framework for recommender system by incorporating sequential information
Proceedings of the 13th International Conference on Information Integration and Web-based Applications and Services
Extraction of user profile based on workflow and information flow
Expert Systems with Applications: An International Journal
Preference elicitation techniques for group recommender systems
Information Sciences: an International Journal
Mining knowledge demands from information flow
Expert Systems with Applications: An International Journal
Using past-prediction accuracy in recommender systems
Information Sciences: an International Journal
Kernel-Mapping Recommender system algorithms
Information Sciences: an International Journal
A balanced memory-based collaborative filtering similarity measure
International Journal of Intelligent Systems
Information Processing and Management: an International Journal
Knowledge-Based Systems
Leveraging clustering approaches to solve the gray-sheep users problem in recommender systems
Expert Systems with Applications: An International Journal
Hybrid recommendation approaches for multi-criteria collaborative filtering
Expert Systems with Applications: An International Journal
Hi-index | 0.08 |
In this paper we examine how Singular Value Decomposition (SVD) along with demographic information can enhance plain Collaborative Filtering (CF) algorithms. After a brief introduction to SVD, where some of its previous applications in Recommender Systems are revisited, we proceed with a full description of our proposed method which utilizes SVD and demographic data at various points of the filtering procedure in order to improve the quality of the generated predictions. We test the efficiency of the resulting approach on two commonly used CF approaches (User-based and Item-based CF). The experimental part of this work involves a number of variations of the proposed approach. The results show that the combined utilization of SVD with demographic data is promising, since it does not only tackle some of the recorded problems of Recommender Systems, but also assists in increasing the accuracy of systems employing it.