Using statistical testing in the evaluation of retrieval experiments
SIGIR '93 Proceedings of the 16th annual international ACM SIGIR conference on Research and development in information retrieval
A language modeling approach to information retrieval
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
An algorithmic framework for performing collaborative filtering
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 6th international conference on Intelligent user interfaces
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
A study of smoothing methods for language models applied to Ad Hoc information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluation of Item-Based Top-N Recommendation Algorithms
Proceedings of the tenth international conference on Information and knowledge management
Information Retrieval
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Collaborative filtering with privacy via factor analysis
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Amazon.com Recommendations: Item-to-Item Collaborative Filtering
IEEE Internet Computing
Item-based top-N recommendation algorithms
ACM Transactions on Information Systems (TOIS)
Scalable collaborative filtering using cluster-based smoothing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Distributed collaborative filtering for peer-to-peer file sharing systems
Proceedings of the 2006 ACM symposium on Applied computing
Latent class models for collaborative filtering
IJCAI'99 Proceedings of the 16th international joint conference on Artificial intelligence - Volume 2
Collaborative filtering by personality diagnosis: a hybrid memory- and model-based approach
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Unifying user-based and item-based collaborative filtering approaches by similarity fusion
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Unified relevance models for rating prediction in collaborative filtering
ACM Transactions on Information Systems (TOIS)
An investigation on a community's web search variability
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
Improved recommendation based on collaborative tagging behaviors
Proceedings of the 13th international conference on Intelligent user interfaces
Probabilistic relevance ranking for collaborative filtering
Information Retrieval
A User-Item Predictive Model for Collaborative Filtering Recommendation
UM '07 Proceedings of the 11th international conference on User Modeling
User language model for collaborative personalized search
ACM Transactions on Information Systems (TOIS)
Short communication: Recommendation based on rational inferences in collaborative filtering
Knowledge-Based Systems
Improving Accuracy of Recommender System by Item Clustering
IEICE - Transactions on Information and Systems
Language Models of Collaborative Filtering
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
User preference through Bayesian categorization for recommendation
PRICAI'06 Proceedings of the 9th Pacific Rim international conference on Artificial intelligence
Collaborative filtering based on transitive correlations between items
ECIR'07 Proceedings of the 29th European conference on IR research
On a probabilistic combination of prediction sources
ISMIS'08 Proceedings of the 17th international conference on Foundations of intelligent systems
A hybrid collaborative filtering recommendation mechanism for P2P networks
Future Generation Computer Systems
Expert Systems with Applications: An International Journal
Dependable filtering: Philosophy and realizations
ACM Transactions on Information Systems (TOIS)
Constructing full matrix through Naïve Bayesian for collaborative filtering
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Sparse hidden-dynamics conditional random fields for user intent understanding
Proceedings of the 20th international conference on World wide web
ICCS'11 Proceedings of the 19th international conference on Conceptual structures for discovering knowledge
Random walk based entity ranking on graph for multidimensional recommendation
Proceedings of the fifth ACM conference on Recommender systems
Content-Based image filtering for recommendation
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
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
Automatic classification for grouping designs in fashion design recommendation agent system
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part I
Optimal associative neighbor mining using attributes for ubiquitous recommendation systems
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Progress in information retrieval
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Exploiting various implicit feedback for collaborative filtering
Proceedings of the 21st international conference companion on World Wide Web
Relevance-based language modelling for recommender systems
Information Processing and Management: an International Journal
Efficient top-n recommendation for very large scale binary rated datasets
Proceedings of the 7th ACM conference on Recommender systems
Probabilistic collaborative filtering with negative cross entropy
Proceedings of the 7th ACM conference on Recommender systems
Interactive Design Recommendation Using Sensor Based Smart Wear and Weather WebBot
Wireless Personal Communications: An International Journal
Bridging memory-based collaborative filtering and text retrieval
Information Retrieval
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Implicit acquisition of user preferences makes log-based collaborative filtering favorable in practice to accomplish recommendations. In this paper, we follow a formal approach in text retrieval to re-formulate the problem. Based on the classic probability ranking principle, we propose a probabilistic user-item relevance model. Under this formal model, we show that user-based and item-based approaches are only two different factorizations with different independence assumptions. Moreover, we show that smoothing is an important aspect to estimate the parameters of the models due to data sparsity. By adding linear interpolation smoothing, the proposed model gives a probabilistic justification of using TF×IDF-like item ranking in collaborative filtering. Besides giving the insight understanding of the problem of collaborative filtering, we also show experiments in which the proposed method provides a better recommendation performance on a music play-list data set.