The Estimation of Trustworthy of Grid Services Based on Neural Network

Though research on the Grid Services has progressed at a steady pace, its promise has yet to be realized. One major difficulty is that, by its very nature, the Grid Service is a large, uncensored system to which anyone may contribute. This raises the question of how much credence to give each source. The concept and definition of trustworthy of Grid Service is given. Estimating trustworthy of Grid Services with the method of Neural Network from the aspect of trustworthy history sequence is proposed. The principle of the method, applicable Neural Network structure, Neural Network constructing, input standardization, training sample constructing, and the procedure of estimating trustworthy of Grid Services with trained Neural Network are presented. Experiments confirm that the methods with Neural Network are feasible and effective to estimate trustworthy of Grid Service, and do not put unreasonable expectations on users. We hope that these methods will help to move the Grid Service closer to fulfilling its promise.

[1]  John Riedl,et al.  GroupLens: an open architecture for collaborative filtering of netnews , 1994, CSCW '94.

[2]  Svein J. Knapskog,et al.  A metric for trusted systems , 1998 .

[3]  Joan Feigenbaum,et al.  Trust Management and Proof-Carrying Code in Secure Mobile-Code Applications , 1997 .

[4]  Joan Feigenbaum,et al.  The Role of Trust Management in Distributed Systems Security , 2001, Secure Internet Programming.

[5]  Levente Buttyán,et al.  On the Problem of Trust in Mobile Agent Systems , 1998, NDSS.

[6]  Matthew Richardson,et al.  Mining knowledge-sharing sites for viral marketing , 2002, KDD.

[7]  Dean Povey,et al.  Developing Electronic Trust Policies Using a Risk Management Model , 1999, CQRE.

[8]  Chris Bennett,et al.  Application Service Providers: Will They Succeed? , 2000, Inf. Syst. Frontiers.

[9]  W. Currie,et al.  Delivering enterprise resource planning systems through application service providers , 2002 .

[10]  Karl Aberer,et al.  QoS-Based Service Selection and Ranking with Trust and Reputation Management , 2005, OTM Conferences.

[11]  Yolanda Gil,et al.  Trusting Information Sources One Citizen at a Time , 2002, SEMWEB.

[12]  Ed Gerck.  Overview of Certification Systems: X.509, Pkix, Ca, Pgp & Skip , .

[13]  Bart Selman,et al.  Referral Web: combining social networks and collaborative filtering , 1997, CACM.

[14]  Joobin Choobineh,et al.  Trust in electronic commerce: definition and theoretical considerations , 1998, Proceedings of the Thirty-First Hawaii International Conference on System Sciences.

[15]  Christopher P. Holland,et al.  Business trust and the formation of virtual organizations , 1998, Proceedings of the Thirty-First Hawaii International Conference on System Sciences.

[16]  Gerhard Fuchs,et al.  Trust and electronic commerce-more than a technical problem , 1999, Proceedings of the 18th IEEE Symposium on Reliable Distributed Systems.

[17]  Sirkka L. Jarvenpaa,et al.  Consumer Trust in an Internet Store: A Cross-Cultural Validation , 2006, J. Comput. Mediat. Commun..

[18]  Masoud Saeedi,et al.  Trust and Confidence in E-Commerce , 2002 .

[19]  Adam Rifkin,et al.  Trust Management on the World Wide Web , 1998, Comput. Networks.

[20]  Thorsten Joachims,et al.  A Probabilistic Analysis of the Rocchio Algorithm with TFIDF for Text Categorization , 1997, ICML.

[21]  Matthew Richardson,et al.  Trust Management for the Semantic Web , 2003, SEMWEB.

[22]  Vipin Swarup,et al.  Interoperating between Security Domains , 1998, ECOOP Workshops.

[23]  Joan Feigenbaum,et al.  REFEREE: Trust Management for Web Applications , 1997, Comput. Networks.

[24]  Susan J. Harrington,et al.  Telecommuting: a test of trust, competing values, and relative advantage , 1999 .

[25]  A. Jøsang.  TRUST-BASED DECISION MAKING FOR ELECTRONIC TRANSACTIONS , 1999 .

[26]  Edward Amoroso,et al.  Toward an approach to measuring software trust , 1991, Proceedings. 1991 IEEE Computer Society Symposium on Research in Security and Privacy.

[27]  Jon M. Kleinberg,et al.  Automatic Resource Compilation by Analyzing Hyperlink Structure and Associated Text , 1998, Comput. Networks.

[28]  David M. Pennock,et al.  Extracting collective probabilistic forecasts from web games , 2001, KDD '01.

[29]  Jiawen Su,et al.  Trust vs. threats: recovery and survival in electronic commerce , 1999, Proceedings. 19th IEEE International Conference on Distributed Computing Systems (Cat. No.99CB37003).

[30]  Charles P. Pfleeger,et al.  Security in computing , 1988 .

[31]  Daniel W. Manchala,et al.  Trust metrics, models and protocols for electronic commerce transactions , 1998, Proceedings. 18th International Conference on Distributed Computing Systems (Cat. No.98CB36183).

[32]  Ian T. Foster,et al.  Grid Services for Distributed System Integration , 2002, Computer.

[33]  R. Chen,et al.  Poblano A Distributed Trust Model for Peer-to-Peer Networks , 2001 .

[34]  Ho Geun Lee,et al.  Electronic intermediaries: trust building and market differentiation , 1999, Proceedings of the 32nd Annual Hawaii International Conference on Systems Sciences. 1999. HICSS-32. Abstracts and CD-ROM of Full Papers.

[35]  Joan Feigenbaum,et al.  Managing trust in an information-labeling system , 1997, Eur. Trans. Telecommun..

[36]  Azadeh Iranmehr,et al.  Trust Management for Semantic Web , 2009, 2009 Second International Conference on Computer and Electrical Engineering.

[37]  Dawna Travis Dewire.  Application Service Providers , 2000, Inf. Syst. Manag..

[38]  E. Gerck.  Overview of Certification Systems: X.509, CA, PGP and SKIP , 1999 .

[39]  Lixin Tao,et al.  Shifting Paradigms with the Application Service Provider Model , 2001, Computer.

[40]  Joan Feigenbaum,et al.  Decentralized trust management , 1996, Proceedings 1996 IEEE Symposium on Security and Privacy.

[41]  Rajeev Motwani,et al.  The PageRank Citation Ranking : Bringing Order to the Web , 1999, WWW 1999.

[42]  Stephen Hailes,et al.  A distributed trust model , 1998, NSPW '97.

[43]  Matthew Richardson,et al.  Mining the network value of customers , 2001, KDD '01.

[44]  Hector Garcia-Molina,et al.  Making trust explicit in distributed commerce transactions , 1996, Proceedings of 16th International Conference on Distributed Computing Systems.

[45]  Audun Jøsang,et al.  A survey of trust and reputation systems for online service provision , 2007, Decis. Support Syst..

[46]  L. S. Peters,et al.  Building trust: the importance of both task and social precursors , 1998, IEMC '98 Proceedings. International Conference on Engineering and Technology Management. Pioneering New Technologies: Management Issues and Challenges in the Third Millennium (Cat. No.98CH36266).

[47]  Suzanne P. Weisband,et al.  Developing Trust in Virtual Teams , 1997, HICSS.

[48]  Hector Garcia-Molina,et al.  The Eigentrust algorithm for reputation management in P2P networks , 2003, WWW '03.