Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

Md Shakil Zaman; Jwala Dhamala; Pradeep Bajracharya; John L. Sapp; B. Milan Horácek; Katherine C. Wu; Natalia A. Trayanova; Linwei Wang

doi:10.3389/fphys.2021.740306

Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

Md Shakil Zaman, Jwala Dhamala, Pradeep Bajracharya, John L. Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang

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7 引用（Scopus）

源语言	英语
文章编号	740306
期刊	Frontiers in Physiology
卷	12
DOI	https://doi.org/10.3389/fphys.2021.740306
出版状态	已出版 - 10月 25 2021
已对外发布	是

!!!ASJC Scopus Subject Areas

生理学（医学）
生理学

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10.3389/fphys.2021.740306

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@article{29864d76bdb340a884fe15bee3c85fbb,

title = "Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning",

keywords = "Gaussian process, cardiac electrophysiological model, high-dimensional Bayesian optimization, probabilistic parameter estimation, variational autoencoder",

author = "Zaman, {Md Shakil} and Jwala Dhamala and Pradeep Bajracharya and Sapp, {John L.} and Hor{\'a}cek, {B. Milan} and Wu, {Katherine C.} and Trayanova, {Natalia A.} and Linwei Wang",

note = "Publisher Copyright: {\textcopyright} Copyright {\textcopyright} 2021 Zaman, Dhamala, Bajracharya, Sapp, Hor{\'a}cek, Wu, Trayanova and Wang.",

year = "2021",

month = oct,

day = "25",

doi = "10.3389/fphys.2021.740306",

language = "English",

volume = "12",

journal = "Frontiers in Physiology",

issn = "1664-042X",

publisher = "Frontiers Research Foundation",

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TY - JOUR

T1 - Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

AU - Zaman, Md Shakil

AU - Dhamala, Jwala

AU - Bajracharya, Pradeep

AU - Sapp, John L.

AU - Horácek, B. Milan

AU - Wu, Katherine C.

AU - Trayanova, Natalia A.

AU - Wang, Linwei

PY - 2021/10/25

Y1 - 2021/10/25

KW - Gaussian process

KW - cardiac electrophysiological model

KW - high-dimensional Bayesian optimization

KW - probabilistic parameter estimation

KW - variational autoencoder

UR - http://www.scopus.com/inward/record.url?scp=85118745782&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85118745782&partnerID=8YFLogxK

U2 - 10.3389/fphys.2021.740306

DO - 10.3389/fphys.2021.740306

M3 - Article

AN - SCOPUS:85118745782

SN - 1664-042X

VL - 12

JO - Frontiers in Physiology

JF - Frontiers in Physiology

M1 - 740306

ER -

Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

!!!ASJC Scopus Subject Areas

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