2021 · 63 citations · 39 references
ComputingComputer ScienceCybersecurityComputer SecurityPrivacy EngineeringRecommender SystemsCollaborative FilteringData ProtectionPrivacy-preserving RecommendationRecommendation SystemsData LeakageLeakageMembership InferenceMembership Inference AttacksMembership Inference ResistanceMembership Inference RiskSecure RecommendationSensitive Data Leakage
Recently, recommender systems have achieved promising performances and become one of the most widely used web applications. However, recommender systems are often trained on highly sensitive user data, thus potential data leakage from recommender systems may lead to severe privacy problems.
39
Item-based collaborative filtering recommendation algorithms
Badrul Sarwar, George Karypis, Joseph A. Konstan et al. · 2001 · 9K citations
Membership Inference Attacks Against Machine Learning Models
Reza Shokri, Marco Stronati, Congzheng Song et al. · 2017 · 4.2K citations
Factorization meets the neighborhood
Yehuda Koren · 2008 · 3.9K citations
Probabilistic Matrix Factorization
Andriy Mnih, Ruslan Salakhutdinov · Neural Information Processing Systems · 2007 · 3.6K citations