Service rate region: A new aspect of coded distributed system design

buir.contributor.authorAktaş, Mehmet
buir.contributor.orcidAktaş, Mehmet|0000-0002-6780-4463
dc.citation.epage7963en_US
dc.citation.issueNumber12en_US
dc.citation.spage7940en_US
dc.citation.volumeNumber67en_US
dc.contributor.authorAktaş, Mehmet
dc.contributor.authorJoshi, G.
dc.contributor.authorKadhe, S.
dc.contributor.authorKazemi, F.
dc.contributor.authorSoljanin, E.
dc.date.accessioned2022-01-31T06:28:20Z
dc.date.available2022-01-31T06:28:20Z
dc.date.issued2021-10-04
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.description.abstractErasure coding has been recognized as a powerful method to mitigate delays due to slow or straggling nodes in distributed systems. This work shows that erasure coding of data objects can flexibly handle skews in the request rates. Coding can help boost the service rate region , that is, increase the overall volume of data access requests that the system can handle. This paper aims to postulate the service rate region as an important consideration in the design of erasure-coded distributed systems. We highlight several open problems that can be grouped into two broad threads: 1) characterizing the service rate region of a given code and finding the optimal request allocation, and 2) designing the underlying erasure code for a given service rate region. As contributions along the first thread, we find the rate regions of maximum-distance-separable, locally repairable, and simplex codes. We show the effectiveness of hybrid codes that combine replication and erasure coding in terms of code design. We also discover fundamental connections between multi-set batch codes and the problem of maximizing the service rate region.en_US
dc.description.provenanceSubmitted by Evrim Ergin (eergin@bilkent.edu.tr) on 2022-01-31T06:28:20Z No. of bitstreams: 1 Service_rate_region_A_new_aspect_of_coded_distributed_system_design.pdf: 14871962 bytes, checksum: a51fb87630836f4890f2b3f0bc375a4d (MD5)en
dc.description.provenanceMade available in DSpace on 2022-01-31T06:28:20Z (GMT). No. of bitstreams: 1 Service_rate_region_A_new_aspect_of_coded_distributed_system_design.pdf: 14871962 bytes, checksum: a51fb87630836f4890f2b3f0bc375a4d (MD5) Previous issue date: 2021-10-04en
dc.identifier.doi10.1109/TIT.2021.3117695en_US
dc.identifier.eissn1557-9654
dc.identifier.issn0018-9448
dc.identifier.urihttp://hdl.handle.net/11693/76895
dc.language.isoEnglishen_US
dc.publisherIEEEen_US
dc.relation.isversionofhttps://doi.org/10.1109/TIT.2021.3117695en_US
dc.source.titleIEEE Transactions on Information Theoryen_US
dc.subjectErasure coded storageen_US
dc.subjectCoded computingen_US
dc.subjectResource allocationen_US
dc.subjectDistributed systemsen_US
dc.subjectBatch codesen_US
dc.titleService rate region: A new aspect of coded distributed system designen_US
dc.typeArticleen_US

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