Morphology-keyed secure representation learning for privacy-preserving ECG arrhythmia classification and signal recovery.

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Title: Morphology-keyed secure representation learning for privacy-preserving ECG arrhythmia classification and signal recovery.
Authors: Sumathi S; Department of Electronics and Communication Engineering, Velammal Engineering College, Chennai, 600066, India. sumathisecevec@gmail.com., Santhia RK; Department of Computer Science, Pondicherry University, Puducherry, 605014, India., Vijila SA; Department of Computer Science and Engineering, Manonmaniam Sundaranar University, Tirunelveli, 627012, India., Manoharan JS; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India.
Source: Scientific reports [Sci Rep] 2026 Jul 12. Date of Electronic Publication: 2026 Jul 12.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Sumathi+S%22">Sumathi S</searchLink>; Department of Electronics and Communication Engineering, Velammal Engineering College, Chennai, 600066, India. sumathisecevec@gmail.com.<br /><searchLink fieldCode="AU" term="%22Santhia+RK%22">Santhia RK</searchLink>; Department of Computer Science, Pondicherry University, Puducherry, 605014, India.<br /><searchLink fieldCode="AU" term="%22Vijila+SA%22">Vijila SA</searchLink>; Department of Computer Science and Engineering, Manonmaniam Sundaranar University, Tirunelveli, 627012, India.<br /><searchLink fieldCode="AU" term="%22Manoharan+JS%22">Manoharan JS</searchLink>; Department of Biomedical Engineering, Jerusalem College of Engineering, Chennai, 600100, India.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Jul 12. <i>Date of Electronic Publication: </i>2026 Jul 12.
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        Value: 10.1038/s41598-026-60631-6
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        Text: English
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      – TitleFull: Morphology-keyed secure representation learning for privacy-preserving ECG arrhythmia classification and signal recovery.
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            NameFull: Sumathi S
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            NameFull: Santhia RK
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            – D: 12
              M: 07
              Text: 2026 Jul 12
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              Y: 2026
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