Availability/Network-aware MapReduce over the Internet - Inria - Institut national de recherche en sciences et technologies du numérique Accéder directement au contenu
Article Dans Une Revue Information Sciences Année : 2016

Availability/Network-aware MapReduce over the Internet

Résumé

MapReduce offers an ease-of-use programming paradigm for processing large datasets. In our previous work, we have designed a MapReduce framework called BitDew-MapReduce for desktop grid and volunteer computing environment, that allows nonexpert users to run data-intensive MapReduce jobs on top of volunteer resources over the Internet. However, network distance and resource availability have great impact on MapReduce applications running over the Internet. To address this, an availability and network-aware MapReduce framework over the Internet is proposed. Simulation results show that the MapReduce job response time could be decreased by 40.05%, thanks to Weighted Naive Bayes Classifier-based availability prediction and landmark-based network estimation. The effectiveness of the new MapReduce framework is further proved by performance evaluation in a real distributed environment.
Fichier non déposé

Dates et versions

hal-01426393 , version 1 (04-01-2017)

Identifiants

Citer

Bing Tang, Mingdong Tang, Gilles Fedak, Haiwu He. Availability/Network-aware MapReduce over the Internet. Information Sciences, 2016, 379, pp.94--111. ⟨10.1016/j.ins.2016.09.030⟩. ⟨hal-01426393⟩
129 Consultations
0 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More