Paper published in a book (Scientific congresses and symposiums)
Learning Reliability Models of Grid Resource Supplying
Briquet, Cyril; de Marneffe, Pierre-Arnoul
2005In Bubak, Marian; Turala, Michal; Wiatr, Kazimierz (Eds.) CGW'05 Proceedings
Peer reviewed
 

Files


Full Text
learning_reliability_models_2005.pdf
Author postprint (125.47 kB)
Download

All documents in ORBi are protected by a user license.

Send to



Details



Keywords :
Grid computing; Machine Learning
Abstract :
[en] Resource exchange between Grid participants is at the core of Grid computing. Distributed bartering is a distributed and moneyless method of resource exchange. Recent work related to distributed bartering has mainly dealt with resource supplying. However, Grid participants still face an unstable resource environment due to the partial and intermittent nature of the exchanged resources. The problem considered in this paper is the unreliability of resource supplying. Though it cannot be totally avoided, a proactive stance may lower its impact in the long run. We propose to explore the reduction of performance variability by improving resource consumption. The goal is to enable Grid participants to identify and avoid unreliable resource suppliers by learning reliability models of resource supplying. A Machine Learning problem is defined and the generated models are applied to select more reliable resources in the hope of improving resource consumption.
Disciplines :
Computer science
Author, co-author :
Briquet, Cyril ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Informatique (ingénierie du logiciel et algorithmique)
de Marneffe, Pierre-Arnoul ;  Université de Liège - ULiège > Dép. d'électric., électron. et informat. (Inst.Montefiore) > Informatique (ingénierie du logiciel et algorithmique)
Language :
English
Title :
Learning Reliability Models of Grid Resource Supplying
Publication date :
22 November 2005
Event name :
Cracow Grid Workshop
Event organizer :
ACC Cyfronet AGH
Event place :
Cracow, Poland
Event date :
du 20 novembre 2005 au 23 novembre 2005
Audience :
International
Main work title :
CGW'05 Proceedings
Editor :
Bubak, Marian
Turala, Michal
Wiatr, Kazimierz
Peer reviewed :
Peer reviewed
Available on ORBi :
since 26 November 2008

Statistics


Number of views
99 (7 by ULiège)
Number of downloads
51 (0 by ULiège)

Bibliography


Similar publications



Contact ORBi