Compression of ECG Signals Using Long Short-Term Memory based Sequence-to-Sequence Autoencoder

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dc.authorid0000-0001-9213-576Xen_US
dc.contributor.authorAydemir, Gürkan
dc.contributor.authorBekiryazıcı, Tahir
dc.contributor.authorGürkan, Hakan
dc.date.accessioned2021-03-20T20:26:50Z
dc.date.available2021-03-20T20:26:50Z
dc.date.issued2020
dc.departmentBTÜ, Mühendislik ve Doğa Bilimleri Fakültesi, Elektrik Elektronik Mühendisliği Bölümüen_US
dc.description28th Signal Processing and Communications Applications Conference, SIU 2020 -- 5 October 2020 through 7 October 2020 -- -- 166413en_US
dc.description.abstractThis study proposes a novel long short-term memory based sequence-to-sequence autoencoder model to compress ECG signals. The efficiency of this new method is illustrated on MIT-BIH Arrhythmia dataset. In the conducted experiments, the proposed architecture achieves %21.14 mean-independent percentage mean square difference (MPRD) with a constant compression ratio value of 33 : 1. © 2020 IEEE.en_US
dc.identifier.doi10.1109/SIU49456.2020.9302503en_US
dc.identifier.isbn9781728172064
dc.identifier.scopus2-s2.0-85100318674en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttp://doi.org/10.1109/SIU49456.2020.9302503
dc.identifier.urihttps://hdl.handle.net/20.500.12885/1284
dc.identifier.wosqualityN/Aen_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.institutionauthorAydemir, Gürkan
dc.language.isotren_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof2020 28th Signal Processing and Communications Applications Conference, SIU 2020 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectdata compressionen_US
dc.subjectdeep learningen_US
dc.subjectECG signalsen_US
dc.subjectlong short-term memory networksen_US
dc.subjectsequence-tosequence autoencodersen_US
dc.titleCompression of ECG Signals Using Long Short-Term Memory based Sequence-to-Sequence Autoencoderen_US
dc.title.alternativeUzun Kisa-Sureli Bellek Tabanli Diziden Diziye Otokodlayici Kullanarak EKG Isaretlerinin Sikistirilmasien_US
dc.typeConference Objecten_US

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