A sequential algorithm for training text classifiers
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Jester 2.0 (poster abstract): evaluation of an new linear time collaborative filtering algorithm
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Machine Learning
Machine Learning
Naive (Bayes) at Forty: The Independence Assumption in Information Retrieval
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Learning Collaborative Information Filters
ICML '98 Proceedings of the Fifteenth International Conference on Machine Learning
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Probabilistic Memory-Based Collaborative Filtering
IEEE Transactions on Knowledge and Data Engineering
Fast Binary Feature Selection with Conditional Mutual Information
The Journal of Machine Learning Research
Naïve filterbots for robust cold-start recommendations
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
International Journal of Intelligent Systems Technologies and Applications
A collaborative recommender system based on probabilistic inference from fuzzy observations
Fuzzy Sets and Systems
Collaborative Recommendations Using Bayesian Networks and Linguistic Modelling
ICAISC '08 Proceedings of the 9th international conference on Artificial Intelligence and Soft Computing
On exploiting classification taxonomies in recommender systems
AI Communications - Recommender Systems
Scalable pseudo-likelihood estimation in hybrid random fields
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Managing uncertainty in group recommending processes
User Modeling and User-Adapted Interaction
Real-Time Collaborative Filtering Using Extreme Learning Machine
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A survey of collaborative filtering techniques
Advances in Artificial Intelligence
Collaborative filtering using interval estimation naïve Bayes
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
User preference through Bayesian categorization for recommendation
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
International Journal of Approximate Reasoning
Constructing full matrix through Naïve Bayesian for collaborative filtering
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
User preference through learning user profile for ubiquitous recommendation systems
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Feature subset selection with cumulate conditional mutual information minimization
Expert Systems with Applications: An International Journal
A collaborative recommender system based on user association clusters
WISE'05 Proceedings of the 6th international conference on Web Information Systems Engineering
Hybrid music filtering for recommendation based ubiquitous computing environment
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
A decision-based approach for recommending in hierarchical domains
ECSQARU'05 Proceedings of the 8th European conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Target advertisement service using TV viewers’ profile inference
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part I
Feature selection for MAUC-oriented classification systems
Neurocomputing
An adaptive approach to dealing with unstable behaviour of users in collaborative filtering systems
Journal of Information Science
A novel mobile recommender system for indoor shopping
Expert Systems with Applications: An International Journal
Increasing temporal diversity with purchase intervals
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Estimating NBC-based recommendations on arbitrarily partitioned data with privacy
Knowledge-Based Systems
On using category experts for improving the performance and accuracy in recommender systems
Proceedings of the 21st ACM international conference on Information and knowledge management
A new approach for collaborative filtering based on mining frequent itemsets
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part II
A scalable privacy-preserving recommendation scheme via bisecting k-means clustering
Information Processing and Management: an International Journal
Exploiting trustors as well as trustees in trust-based recommendation
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Exploiting two-faceted web of trust for enhanced-quality recommendations
Expert Systems with Applications: An International Journal
Collaborative filtering based on rating psychology
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
| Hi-index | 0.00 |
Many collaborative filtering enabled Web sites that recommend books, CDs, movies, and so on, have become very popular on the Internet. They recommend items to a user based on the opinions of other users with similar tastes. In this paper, we discuss an approach to collaborative filtering based on the Simple Bayesian Classifier. We defme two variants of the recommendation problem for the Simple Bayesian Classifier. In our approach, we calculate the similarity between users from negative ratings and positive ratings separately. We evaluated these algorithms using databases of movie recommendations and joke recommendations. Our empirical results show that one of our proposed Bayesian approaches significandy outperforms a correlation-based collaborative filtering algorithm. The other model outperforms as well although it shows similar performance to the correlation-based approach in some parts of our experiments.