FreeRec: an Anonymous and Distributed Personalization Architecture - Archive ouverte HAL Access content directly
Conference Papers Year : 2013

FreeRec: an Anonymous and Distributed Personalization Architecture

(1) , (1) , (1) , (1) , (1)
1

Abstract

We present and evaluate FreeRec, an anonymous decentral- ized peer-to-peer architecture, designed to bring personalization while protecting the privacy of its users. FreeRec's decentralized approach makes it independent of any entity wishing to collect personal data about users. At the same time, its onion-routing-like gossip-based overlay protocols e ectively hide the association between users and their inter- est pro les without a ecting the quality of personalization. The core of FreeRec consists of three layers of overlay protocols: the bottom layer, rps, consists of a standard random peer sampling protocol ensur- ing connectivity; the middle layer, PRPS, introduces anonymity by hid- ing users behind anonymous proxy chains, providing mutual anonymity; nally, the top clustering layer identi es for each anonymous user, a set of anonymous nearest neighbors. We demonstrate the e ectiveness of FreeRec by building a decentralized and anonymous content dis- semination system. Our evaluation by simulation and through extensive PlanetLab experiments show that FreeRec e ectively decouples users from their pro les without hampering the quality of personalized content delivery.
Fichier principal
Vignette du fichier
main.pdf (356.98 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-00820377 , version 1 (04-05-2013)

Identifiers

  • HAL Id : hal-00820377 , version 1

Cite

Antoine Boutet, Davide Frey, Arnaud Jégou, Anne-Marie Kermarrec, Heverson Borba Ribeiro. FreeRec: an Anonymous and Distributed Personalization Architecture. NETYS, May 2013, Marrakesh, Morocco. ⟨hal-00820377⟩
439 View
311 Download

Share

Gmail Facebook Twitter LinkedIn More