A (directed) network of people connected by ratings or trust scores, and a model for propagating those trust scores, is a fundamental building block in many of today's most successful e-commerce and recommendation systems. We develop a framework of trust propagation schemes, each of which may be appropriate in certain circumstances, and evaluate the schemes on a large trust network consisting of 800K trust scores expressed among 130K people. We show that a small number of expressed trusts/distrust per individual allows us to predict trust between any two people in the system with high accuracy. Our work appears to be the first to incorporate distrust in a computational trust propagation setting.
%0 Conference Paper
%1 988727
%A Guha, R.
%A Kumar, Ravi
%A Raghavan, Prabhakar
%A Tomkins, Andrew
%B WWW '04: Proceedings of the 13th international conference on World Wide Web
%C New York, NY, USA
%D 2004
%I ACM
%K diplomarbeit semanticweb trust
%P 403--412
%R http://doi.acm.org/10.1145/988672.988727
%T Propagation of trust and distrust
%U http://portal.acm.org/citation.cfm?id=988672.988727&coll=portal&dl=ACM&type=series&idx=SERIES968&part=series&WantType=Proceedings&title=WWW
%X A (directed) network of people connected by ratings or trust scores, and a model for propagating those trust scores, is a fundamental building block in many of today's most successful e-commerce and recommendation systems. We develop a framework of trust propagation schemes, each of which may be appropriate in certain circumstances, and evaluate the schemes on a large trust network consisting of 800K trust scores expressed among 130K people. We show that a small number of expressed trusts/distrust per individual allows us to predict trust between any two people in the system with high accuracy. Our work appears to be the first to incorporate distrust in a computational trust propagation setting.
%@ 1-58113-844-X
@inproceedings{988727,
abstract = {A (directed) network of people connected by ratings or trust scores, and a model for propagating those trust scores, is a fundamental building block in many of today's most successful e-commerce and recommendation systems. We develop a framework of trust propagation schemes, each of which may be appropriate in certain circumstances, and evaluate the schemes on a large trust network consisting of 800K trust scores expressed among 130K people. We show that a small number of expressed trusts/distrust per individual allows us to predict trust between any two people in the system with high accuracy. Our work appears to be the first to incorporate distrust in a computational trust propagation setting.},
added-at = {2009-02-04T19:53:22.000+0100},
address = {New York, NY, USA},
author = {Guha, R. and Kumar, Ravi and Raghavan, Prabhakar and Tomkins, Andrew},
biburl = {https://www.bibsonomy.org/bibtex/28377d56455a2a57ad2802ed4c4e36fbe/dominikb1888},
booktitle = {WWW '04: Proceedings of the 13th international conference on World Wide Web},
description = {WWW: WWW '04, Propagation of trust and ...},
doi = {http://doi.acm.org/10.1145/988672.988727},
interhash = {29ee8508d6b44ba192a4858675713134},
intrahash = {8377d56455a2a57ad2802ed4c4e36fbe},
isbn = {1-58113-844-X},
keywords = {diplomarbeit semanticweb trust},
location = {New York, NY, USA},
pages = {403--412},
publisher = {ACM},
timestamp = {2010-12-09T12:52:02.000+0100},
title = {Propagation of trust and distrust},
url = {http://portal.acm.org/citation.cfm?id=988672.988727&coll=portal&dl=ACM&type=series&idx=SERIES968&part=series&WantType=Proceedings&title=WWW},
year = 2004
}