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- Robust_collaborative_filtering abstract "Robust collaborative filtering, or attack-resistant collaborative filtering, refers to algorithms or techniques that aim to make collaborative filtering more robust against efforts of manipulation, while hopefully maintaining recommendation quality. In general, these efforts of manipulation usually refer to shilling attacks, also called profile injection attacks. Collaborative filtering predicts a user's rating to items by finding similar users and looking at their ratings, and because it is possible to create nearly indefinite copies of user profiles in an online system, collaborative filtering becomes vulnerable when multiple copies of fake profiles are introduced to the system. There are several different approaches suggested to improve robustness of both model-based and memory-based collaborative filtering. However, robust collaborative filtering techniques are still an active research field, and major applications of them are yet to come.".
- Robust_collaborative_filtering thumbnail Cosine_distance_distribution.JPG?width=300.
- Robust_collaborative_filtering wikiPageID "44531480".
- Robust_collaborative_filtering wikiPageLength "5312".
- Robust_collaborative_filtering wikiPageOutDegree "6".
- Robust_collaborative_filtering wikiPageRevisionID "640416042".
- Robust_collaborative_filtering wikiPageWikiLink Category:Recommender_systems.
- Robust_collaborative_filtering wikiPageWikiLink Cluster_analysis.
- Robust_collaborative_filtering wikiPageWikiLink Collaborative_Filtering.
- Robust_collaborative_filtering wikiPageWikiLink Collaborative_filtering.
- Robust_collaborative_filtering wikiPageWikiLink File:Cosine_distance_distribution.JPG.
- Robust_collaborative_filtering wikiPageWikiLinkText "Robust collaborative filtering".
- Robust_collaborative_filtering hasPhotoCollection Robust_collaborative_filtering.
- Robust_collaborative_filtering wikiPageUsesTemplate Template:Recommender_systems.
- Robust_collaborative_filtering wikiPageUsesTemplate Template:Reflist.
- Robust_collaborative_filtering subject Category:Recommender_systems.
- Robust_collaborative_filtering comment "Robust collaborative filtering, or attack-resistant collaborative filtering, refers to algorithms or techniques that aim to make collaborative filtering more robust against efforts of manipulation, while hopefully maintaining recommendation quality. In general, these efforts of manipulation usually refer to shilling attacks, also called profile injection attacks.".
- Robust_collaborative_filtering label "Robust collaborative filtering".
- Robust_collaborative_filtering sameAs m.012krj5n.
- Robust_collaborative_filtering sameAs Q19894467.
- Robust_collaborative_filtering sameAs Q19894467.
- Robust_collaborative_filtering wasDerivedFrom Robust_collaborative_filtering?oldid=640416042.
- Robust_collaborative_filtering depiction Cosine_distance_distribution.JPG.
- Robust_collaborative_filtering isPrimaryTopicOf Robust_collaborative_filtering.
