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Mis-Iot: Modular Intelligent Server Based Internet of Things Framework With Big Data and Machine Learning

dc.contributor.author Sezer, Omer Berat
dc.contributor.author Ozbayoglu, Murat
dc.contributor.author Dogdu, Erdogan
dc.contributor.author Onal, Aras Can
dc.date.accessioned 2020-04-13T13:37:08Z
dc.date.accessioned 2025-09-18T13:27:21Z
dc.date.available 2020-04-13T13:37:08Z
dc.date.available 2025-09-18T13:27:21Z
dc.date.issued 2018
dc.description Baidu; et al.; Expedia Group; IEEE; IEEE Computer Society; Squirrel AI Learning en_US
dc.description Ozbayoglu, Murat/0000-0001-7998-5735 en_US
dc.description.abstract Internet of Things world is getting bigger everyday with new developments in all fronts. The new IoT world requires better handling of big data and better usage with more intelligence integrated in all phases. Here we present MIS-IoT (Modular Intelligent Server Based Internet of Things Framework with Big Data and Machine Learning) framework, which is "modular" and therefore open for new extensions, "intelligent" by providing machine learning and deep learning methods on "big data" coming from IoT objects, "server-based" in a service-oriented way by offering services via standart Web protocols. We present an overview of the design and implementation details of MIS-IoT along with a case study evaluation of the system, showing the intelligence capabilities in anomaly detection over real-time weather data. en_US
dc.identifier.doi 10.1109/BigData.2018.8622247
dc.identifier.isbn 9781538650356
dc.identifier.issn 2639-1589
dc.identifier.scopus 2-s2.0-85062621180
dc.identifier.uri https://doi.org/10.1109/BigData.2018.8622247
dc.identifier.uri https://hdl.handle.net/123456789/12913
dc.language.iso en en_US
dc.publisher Ieee en_US
dc.relation.ispartof IEEE International Conference on Big Data (Big Data) -- DEC 10-13, 2018 -- Seattle, WA en_US
dc.relation.ispartofseries IEEE International Conference on Big Data
dc.rights info:eu-repo/semantics/closedAccess en_US
dc.subject Internet Of Things en_US
dc.subject Machine Learning en_US
dc.subject Big Data Analytics en_US
dc.subject Anomaly Detection en_US
dc.subject Fault Detection en_US
dc.title Mis-Iot: Modular Intelligent Server Based Internet of Things Framework With Big Data and Machine Learning en_US
dc.title MIS-IoT: Modular Intelligent Server Based Internet of Things Framework with Big Data and Machine Learning tr_TR
dc.type Conference Object en_US
dspace.entity.type Publication
gdc.author.id Ozbayoglu, Murat/0000-0001-7998-5735
gdc.author.institutional Doğdu, Erdoğan
gdc.author.scopusid 57193615320
gdc.author.scopusid 57207586168
gdc.author.scopusid 57947593100
gdc.author.scopusid 6603501593
gdc.author.wosid Ozbayoglu, Murat/H-2328-2011
gdc.description.department Çankaya University en_US
gdc.description.departmenttemp [Onal, Aras Can; Sezer, Omer Berat; Ozbayoglu, Murat] TOBB Univ Econ & Technol, Dept Comp Engn, TR-06560 Ankara, Turkey; [Dogdu, Erdogan] Cankaya Univ, Dept Comp Engn, TR-06790 Ankara, Turkey; [Dogdu, Erdogan] Georgia State Univ, Atlanta, GA 30302 USA en_US
gdc.description.endpage 2279 en_US
gdc.description.publicationcategory Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı en_US
gdc.description.startpage 2270 en_US
gdc.description.woscitationindex Conference Proceedings Citation Index - Science
gdc.identifier.openalex W2913400796
gdc.identifier.wos WOS:000468499302046
gdc.openalex.fwci 1.27357288
gdc.openalex.normalizedpercentile 0.82
gdc.opencitations.count 8
gdc.plumx.crossrefcites 4
gdc.plumx.mendeley 36
gdc.plumx.scopuscites 11
gdc.scopus.citedcount 11
gdc.wos.citedcount 4
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