2014 · 28 citations · 34 references
ComputingComputer ScienceInformation TechnologyInformation RetrievalRecommender SystemsUser Experience DesignCollaborative FilteringInformation FilteringOnline RecommendationPersonalizationRecommendation SystemsWeb PersonalizationGreedy HeuristicsPersonalization SystemsPersonalized RecommendationRecommendation EnginesScalable System ArchitectureUser Profile ModelingUser ProfilesUser-based Collaborative Filtering
The ever-growing amount of data available on the Internet calls for personalization. Yet, the most effective personalization schemes, such as those based on collaborative filtering (CF), are notoriously resource greedy. This paper presents HyRec, an online cost-effective scalable system for user-based CF personalization. HyRec offloads recommendation tasks onto the web browsers of users, while a server orchestrates the process and manages the relationships between user profiles.
34
Sanjay Ghemawat · Communications of the ACM · 2008 · 18.5K citations · Full text
Paul Resnick, Neophytos Iacovou, Mitesh Suchak et al. · 1994 · 5K citations · Full text
A Survey of Collaborative Filtering Techniques
Xiaoyuan Su, Taghi M. Khoshgoftaar · Advances in Artificial Intelligence · 2009 · 3.6K citations · Full text
An Algorithmic Framework for Performing Collaborative Filtering
Jonathan L. Herlocker, Joseph A. Konstan, Al Borchers et al. · ACM SIGIR Forum · 2017 · 2.6K citations