A Comparison of Stream Processing Frameworks

dc.contributor.author Karakaya,Z.
dc.contributor.author Yazici,A.
dc.contributor.author Alayyoub,M.
dc.date.accessioned 2024-07-05T15:45:10Z
dc.date.available 2024-07-05T15:45:10Z
dc.date.issued 2017
dc.description.abstract This study compares the performance of Big Data Stream Processing frameworks including Apache Spark, Flink, and Storm. Also, it measures the resource usage and performance scalability of the frameworks against a varying number of cluster sizes. It has been observed that, Flink outperforms both Spark and Storm under equal constraints. However, Spark can be optimized to provide the higher throughput than Flink with the cost of higher latency. © 2017 IEEE. en_US
dc.identifier.doi 10.1109/COMAPP.2017.8079733
dc.identifier.isbn 978-153862752-5
dc.identifier.isbn 9781538627525
dc.identifier.scopus 2-s2.0-85040002697
dc.identifier.uri https://doi.org/10.1109/COMAPP.2017.8079733
dc.identifier.uri https://hdl.handle.net/20.500.14411/3849
dc.language.iso en en_US
dc.publisher Institute of Electrical and Electronics Engineers Inc. en_US
dc.relation.ispartof 2017 International Conference on Computer and Applications, ICCA 2017 -- 2017 International Conference on Computer and Applications, ICCA 2017 -- 6 September 2017 through 7 September 2017 -- Doha -- 131502 en_US
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.subject Big Data en_US
dc.subject Flink en_US
dc.subject Spark en_US
dc.subject Storm en_US
dc.subject Stream Processing Framework en_US
dc.title A Comparison of Stream Processing Frameworks en_US
dc.type Conference Object en_US
dspace.entity.type Publication
gdc.author.id Alayyoub, Mohammed/0009-0000-8975-8384
gdc.author.id Karakaya, Ziya/0000-0003-0233-7312
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gdc.author.wosid Yazici, Ali/Q-5115-2019
gdc.author.wosid Karakaya, Ziya/J-8279-2018
gdc.author.wosid Alayyoub, Mohammed/MXL-5821-2025
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gdc.description.department Atılım University en_US
gdc.description.departmenttemp Karakaya Z., Atilim University, Computer Engineering Department, Ankara, Turkey; Yazici A., Atilim University, Computer Engineering Department, Ankara, Turkey; Alayyoub M., MIA Technologies, Gazi Technopark, Ankara, Turkey en_US
gdc.description.endpage 12 en_US
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
gdc.description.startpage 1 en_US
gdc.description.woscitationindex Conference Proceedings Citation Index - Science
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gdc.oaire.sciencefields 0202 electrical engineering, electronic engineering, information engineering
gdc.oaire.sciencefields 02 engineering and technology
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gdc.opencitations.count 18
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gdc.virtual.author Yazıcı, Ali
gdc.virtual.author Karakaya, Ziya
gdc.wos.citedcount 28
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