GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Spatial join selectivity using power laws
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
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
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Estimating the Selectivity of Spatial Queries Using the `Correlation' Fractal Dimension
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Functional Dependencies in Presence of Errors
FoIKS '02 Proceedings of the Second International Symposium on Foundations of Information and Knowledge Systems
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
CORDS: automatic discovery of correlations and soft functional dependencies
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Fractal dimension and vector quantization
Information Processing Letters
SQL-based discovery of exact and approximate functional dependencies
Working group reports from ITiCSE on Innovation and technology in computer science education
Functional dependencies distorted by errors
Discrete Applied Mathematics
Database Systems: The Complete Book
Database Systems: The Complete Book
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Constraint acquisition for Entity-Relationship models
Data & Knowledge Engineering
Digitalization and security of "Bulgarian Folklore Heritage" archive
Proceedings of the 11th International Conference on Computer Systems and Technologies and Workshop for PhD Students in Computing on International Conference on Computer Systems and Technologies
Collaborative error-reflected models for cold-start recommender systems
Decision Support Systems
An improved privacy-preserving DWT-based collaborative filtering scheme
Expert Systems with Applications: An International Journal
Arbitrarily distributed data-based recommendations with privacy
Data & Knowledge Engineering
A comparison of clustering-based privacy-preserving collaborative filtering schemes
Applied Soft Computing
Lattice navigation for collaborative filtering by means of (fuzzy) formal concept analysis
Proceedings of the 28th Annual ACM Symposium on Applied Computing
| Hi-index | 0.00 |
Collaborative filtering aims to automate the process of organizing and recommending information to users. This process consists of predicting the user rating of a given item based on other users' ratings. We propose a new algorithm for tackling this problem based on discovering the functional error-correcting dependencies in a dataset by using the fractal dimension. We experimentally evaluate our algorithm and compare it to some of the baseline schemes. The experimental results presented in this paper prove that our approach improves the accuracy and the performance of the filtering.