C -N. Ziegler Fig 1. All Consuming's largest trust network cluster attitudinal similarity and interpersonal attraction has effectively become one of this discipline's most reliable findings 3] Massa[12] conducted experiments on top of the well-known Epinions rating com- munity(http://www.epinions.com),revealingthatsimilaritycomputationbasedupon common collaborative filtering approaches fails when supposing very large product sets, hence making neighborhood formation impossible. Operating on the same data, Massa found that"trust-aware techniques can produce trust scores for very high numbers of peers". Neighborhood formation thus becomes more facile to achieve. Figure 1 shows the largest cluster of the All Consuming community trust network, sualized with layouting tools we implemented for that purpose. Note that approximately 95% of all members are part of the latter cluster, isolating comparatively few peers and levelling the ground for effective neighborhood formation Trust Propagation Models. Trust-based neighborhood detection for ai, using those " trust-aware techniques"mentioned by Massa, implies deriving trust values for peers aj not directly trusted by ai, but one of the persons the latter agent trusts directly or indirectly. Note that functions ti(ai)are commonly sparse, providing values for only few aj compared to As overall community size. Hence, trust metrics exploit the"conditional transitivity"property of trust [1] and allow for rendering trust functions dense Numerous scalar metrics [4, 10] have been proposed for computing trust betwee wo given individuals a; and ai We hereby denote computed trust weights by tf(ai)as pposed to explicit trust ti (ai). However, our approach requires metrics that compute nearest trust neighbors, and not evaluate trust values for any two given agents. We hence opt for local group trust metrics[23], which have only been attracting marginal interest until now. The most important and most well-known local group trust metric is Levien's82 C.-N. 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All Consuming’s largest trust network cluster attitudinal similarity and interpersonal attraction has effectively become one of this discipline’s most reliable findings [3]. Massa [12] conducted experiments on top of the well-known Epinions rating com￾munity (http://www.epinions.com), revealing that similarity computation based upon common collaborative filtering approaches fails when supposing very large product sets, hence making neighborhood formation impossible. Operating on the same data, Massa found that “trust-aware techniques can produce trust scores for very high numbers of peers”. Neighborhood formation thus becomes more facile to achieve. Figure 1 shows the largest cluster of theAll Consuming community trust network, vi￾sualized with layouting tools we implemented for that purpose. Note that approximately 95% of all members are part of the latter cluster, isolating comparatively few peers and levelling the ground for effective neighborhood formation. Trust Propagation Models. Trust-based neighborhood detection for ai, using those “trust-aware techniques” mentioned by Massa, implies deriving trust values for peers aj not directly trusted by ai, but one of the persons the latter agent trusts directly or indirectly. Note that functionsti(aj ) are commonly sparse, providing values for only few aj compared to A’s overall community size. Hence, trust metrics exploit the “conditional transitivity” property of trust [1] and allow for rendering trust functions dense. Numerous scalar metrics [4, 10] have been proposed for computing trust between two given individuals ai and aj . We hereby denote computed trust weights by t c i (aj ) as opposed to explicit trust ti(aj ). However, our approach requires metrics that compute nearest trust neighbors, and not evaluate trust values for any two given agents. We hence opt for local group trust metrics [23], which have only been attracting marginal interest until now. The most important and most well-known local group trust metric is Levien’s