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.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 | |
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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 |
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| gdc.virtual.author | Yazıcı, Ali | |
| gdc.virtual.author | Karakaya, Ziya | |
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