A Comparison of Stream Processing Frameworks
| dc.authorid | Karakaya, Ziya/0000-0003-0233-7312 | |
| dc.authorwosid | Yazici, Ali/Q-5115-2019 | |
| dc.authorwosid | Karakaya, Ziya/J-8279-2018 | |
| dc.contributor.author | Karakaya, Ziya | |
| dc.contributor.author | Yazici, Ali | |
| dc.contributor.author | Alayyoub, Mohammed | |
| dc.contributor.other | Computer Engineering | |
| dc.contributor.other | Software Engineering | |
| dc.date.accessioned | 2024-10-06T11:12:07Z | |
| dc.date.available | 2024-10-06T11:12:07Z | |
| dc.date.issued | 2017 | |
| dc.department | Atılım University | en_US |
| dc.department-temp | [Karakaya, Ziya] Atilim Univ, Comp Engn Dept, Ankara, Turkey; [Yazici, Ali] Atilim Univ, Software Engn Dept, Ankara, Turkey; [Alayyoub, Mohammed] MIA Technol, Gazi Technopk, Ankara, Turkey | en_US |
| dc.description | Karakaya, Ziya/0000-0003-0233-7312 | en_US |
| 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. | en_US |
| dc.description.woscitationindex | Conference Proceedings Citation Index - Science | |
| dc.identifier.citationcount | 29 | |
| dc.identifier.endpage | 12 | en_US |
| dc.identifier.isbn | 9781538627525 | |
| dc.identifier.startpage | 1 | en_US |
| dc.identifier.uri | https://hdl.handle.net/20.500.14411/9112 | |
| dc.identifier.wos | WOS:000428578600001 | |
| dc.institutionauthor | Karakaya, Ziya | |
| dc.institutionauthor | Yazıcı, Ali | |
| dc.language.iso | en | en_US |
| dc.publisher | Ieee | en_US |
| dc.relation.ispartof | International Conference on Computer and Applications (ICCA) -- SEP 06-07, 2017 -- Doha, U ARAB EMIRATES | en_US |
| dc.relation.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.subject | Big Data | en_US |
| dc.subject | Stream Processing Framework | en_US |
| dc.subject | Spark | en_US |
| dc.subject | Storm | en_US |
| dc.subject | Flink | en_US |
| dc.title | A Comparison of Stream Processing Frameworks | en_US |
| dc.type | Conference Object | en_US |
| dc.wos.citedbyCount | 27 | |
| dspace.entity.type | Publication | |
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