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Large-scale graph processing and applications
dc.contributor.author | Zengxiang Li, Shawn |
dc.date.accessioned | 2017-10-19T08:13:42Z |
dc.date.available | 2017-10-19T08:13:42Z |
dc.date.issued | 2017-09-10 |
dc.identifier.citation | Zengxiang 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.uri | http://hdl.handle.net/2117/108832 |
dc.description.abstract | In 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.extent | 2 p. |
dc.language.iso | eng |
dc.publisher | Barcelona Supercomputing Center |
dc.rights | Attribution-NonCommercial-NoDerivs 3.0 Spain |
dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/3.0/es/ |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Arquitectura de computadors |
dc.subject.lcsh | High performance computing |
dc.title | Large-scale graph processing and applications |
dc.title.alternative | May 18th, 2017 |
dc.type | Conference report |
dc.subject.lemac | Càlcul intensiu (Informàtica) |
dc.rights.access | Open Access |
local.citation.contributor | 3rd Severo Ochoa Research Seminar Lectures at BSC, Barcelona, 2016-2017 |
local.citation.pubplace | Barcelona |
local.citation.publicationName | Book of abstracts |
local.citation.startingPage | 35 |
local.citation.endingPage | 36 |