Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Adaptation for the masses
T2 - towards decentralised adaptation in large-scale P2P recommenders
AU - Frey, Davide
AU - Kermarrec, Anne-Marie
AU - Maddock, Christopher
AU - Mauthe, Andreas
AU - Taïani, Francois
PY - 2014/10
Y1 - 2014/10
N2 - Decentralized recommenders have been proposed to deliver privacy-preserving, personalized and highly scalable on-line recommendation services. Current implementations tend, however, to rely on hard-wired, mechanisms that cannot adapt. Deciding beforehand which hard-wired mechanism to use can be difficult, as the optimal choice might depend on conditions that are unknown at design time. In this paper, propose a framework to develop dynamically adaptive decentralized recommendation systems. Our proposal supports a decentralized form of adaptation, in which individual nodes can independently select, and update their own recommendation algorithm, while still collectively contributing to the overall system's services.
AB - Decentralized recommenders have been proposed to deliver privacy-preserving, personalized and highly scalable on-line recommendation services. Current implementations tend, however, to rely on hard-wired, mechanisms that cannot adapt. Deciding beforehand which hard-wired mechanism to use can be difficult, as the optimal choice might depend on conditions that are unknown at design time. In this paper, propose a framework to develop dynamically adaptive decentralized recommendation systems. Our proposal supports a decentralized form of adaptation, in which individual nodes can independently select, and update their own recommendation algorithm, while still collectively contributing to the overall system's services.
U2 - 10.1145/2677017.2677021
DO - 10.1145/2677017.2677021
M3 - Conference contribution/Paper
SN - 9781450332323
BT - ARM '14 Proceedings of 13th Workshop on Adaptive and Reflective Middleware
PB - ACM
CY - New York
ER -