Author

Natalia A. Trayanova

Johns Hopkins UniversityORCID 0000-0002-8661-063XUnclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Research Focus:differential expression· 1 Research Focus:drug response / drug discovery· 1 Assay:electrophysiology· 1 Organism:human· 1 Approach:statistical model· 1

Frequent Co-Authors

Dimitris G. GiovanisiD· 1 shared Ioannis G Kevrekidis· 1 shared Justin Tso· 1 shared K ZhangiD· 1 shared Mauro MaggioniiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

5 top collaborators · 10 mutual co-author links

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1 shared paperBioengineering

Dimitris G. GiovanisORCID

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1 paper

Recent·Most cited

BioengineeringbioRxivPreprintMay 12, 2026

Probabilistic Cardiac Digital Twins for Robust Patient-Specific Modeling

Dimitris G. Giovanis, K Zhang, Justin Tso…·Natalia A. Trayanova

This paper introduces a framework for probabilistic cardiac digital twins that enables uncertainty quantification through joint probability density learning and conditional regression.

DOI 10.64898/2026.05.07.723610

humanelectrophysiology

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