EM-trust: a Robust Reputation Algorithm for Peer-to-peer Marketplaces
Jonathan Traupman and Robert Wilensky
EECS Department, University of California, Berkeley
Technical Report No. UCB/CSD-05-1400
, 2005
http://www2.eecs.berkeley.edu/Pubs/TechRpts/2005/CSD-05-1400.pdf
We have developed EM-trust, a robust algorithm for evaluating reputations in peer-to-peer marketplaces. EM-trust is robust in the sense that it is far less susceptible than are previous algorithms to errors due to inaccurate feedback. Moreover, a Bayesian version of EM-trust seems ideally suited to real peer-to-peer marketplaces, in which participants are unlikely to have had previous interactions. The properties of both EM-trust variants as well as eBay's "percent positive feedback" algorithm have been evaluated in a marketplace simulator designed to model a real peer-to-peer marketplace.
BibTeX citation:
@techreport{Traupman:CSD-05-1400, Author= {Traupman, Jonathan and Wilensky, Robert}, Title= {EM-trust: a Robust Reputation Algorithm for Peer-to-peer Marketplaces}, Year= {2005}, Month= {Jul}, Url= {http://www2.eecs.berkeley.edu/Pubs/TechRpts/2005/5448.html}, Number= {UCB/CSD-05-1400}, Abstract= {We have developed EM-trust, a robust algorithm for evaluating reputations in peer-to-peer marketplaces. EM-trust is robust in the sense that it is far less susceptible than are previous algorithms to errors due to inaccurate feedback. Moreover, a Bayesian version of EM-trust seems ideally suited to real peer-to-peer marketplaces, in which participants are unlikely to have had previous interactions. The properties of both EM-trust variants as well as eBay's "percent positive feedback" algorithm have been evaluated in a marketplace simulator designed to model a real peer-to-peer marketplace.}, }
EndNote citation:
%0 Report %A Traupman, Jonathan %A Wilensky, Robert %T EM-trust: a Robust Reputation Algorithm for Peer-to-peer Marketplaces %I EECS Department, University of California, Berkeley %D 2005 %@ UCB/CSD-05-1400 %U http://www2.eecs.berkeley.edu/Pubs/TechRpts/2005/5448.html %F Traupman:CSD-05-1400