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dc.contributor.authorZengxiang Li, Shawn
dc.date.accessioned2017-10-19T08:13:42Z
dc.date.available2017-10-19T08:13:42Z
dc.date.issued2017-09-10
dc.identifier.citationZengxiang Li, S. Large-scale graph processing and applications. A: 3rd Severo Ochoa Research Seminar Lectures at BSC, Barcelona, 2016-2017. "Book of abstracts". Barcelona: Barcelona Supercomputing Center, 2017, p. 35-36.
dc.identifier.urihttp://hdl.handle.net/2117/108832
dc.description.abstractIn the Big Data era, graph processing has been widely used to represent complex system structure, capture data dependency and uncover relationship insights. Due to the ever-growing graph scale and algorithm complexity, several distributed graph processing frameworks have attracted many interests from both academia and industry. In this talk, I will investigate how to achieve the trade-off between performance and cost for large scale graph processing on the Cloud. System-aware and machine learning models are developed to predict the performance of distributed graph processing tasks. Consequently, cost-efficient resource provisioning strategies could be recommended by selecting a certain number of VMs with specified capability subject to the predefined resource price and user preference. At the end of this talk, I will briefly introduce our recent projects on urban computing, disease simulation and social network analytics based on graph processing and real world data.
dc.format.extent2 p.
dc.language.isoeng
dc.publisherBarcelona Supercomputing Center
dc.rightsAttribution-NonCommercial-NoDerivs 3.0 Spain
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.subjectÀrees temàtiques de la UPC::Informàtica::Arquitectura de computadors
dc.subject.lcshHigh performance computing
dc.titleLarge-scale graph processing and applications
dc.title.alternativeMay 18th, 2017
dc.typeConference report
dc.subject.lemacCàlcul intensiu (Informàtica)
dc.rights.accessOpen Access
local.citation.contributor3rd Severo Ochoa Research Seminar Lectures at BSC, Barcelona, 2016-2017
local.citation.pubplaceBarcelona
local.citation.publicationNameBook of abstracts
local.citation.startingPage35
local.citation.endingPage36


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