Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology

Jwala Dhamala; Hermenegild J. Arevalo; John Sapp; B. Milan Horácek; Katherine C. Wu; Natalia A. Trayanova; Linwei Wang

doi:10.1016/j.media.2018.05.007

Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology

Jwala Dhamala, Hermenegild J. Arevalo, John Sapp, B. Milan Horácek, Katherine C. Wu, Natalia A. Trayanova, Linwei Wang

科研成果: 期刊稿件 › 文章 › 同行评审

源语言	英语
页（从-至）	43-57
页数	15
期刊	Medical Image Analysis
卷	48
DOI	https://doi.org/10.1016/j.media.2018.05.007
出版状态	已出版 - 8月 2018

!!!ASJC Scopus Subject Areas

放射与超声技术
卫生信息学
放射学核医学与影像学
计算机视觉和模式识别
计算机图形学与计算机辅助设计

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@article{867be9f31fe748aa841f043cf552228f,

title = "Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology",

keywords = "Cardiac electrophysiology, Gaussian process, Markov chain Monte Carlo, Probabilistic local parameter estimation, Uncertainty quantification",

author = "Jwala Dhamala and Arevalo, {Hermenegild J.} and John Sapp and Hor{\'a}cek, {B. Milan} and Wu, {Katherine C.} and Trayanova, {Natalia A.} and Linwei Wang",

note = "Publisher Copyright: {\textcopyright} 2018 Elsevier B.V.",

year = "2018",

month = aug,

doi = "10.1016/j.media.2018.05.007",

language = "English",

volume = "48",

pages = "43--57",

journal = "Medical Image Analysis",

issn = "1361-8415",

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T1 - Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology

AU - Dhamala, Jwala

AU - Arevalo, Hermenegild J.

AU - Sapp, John

AU - Horácek, B. Milan

AU - Wu, Katherine C.

AU - Trayanova, Natalia A.

AU - Wang, Linwei

PY - 2018/8

Y1 - 2018/8

KW - Cardiac electrophysiology

KW - Gaussian process

KW - Markov chain Monte Carlo

KW - Probabilistic local parameter estimation

KW - Uncertainty quantification

UR - http://www.scopus.com/inward/record.url?scp=85047641088&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85047641088&partnerID=8YFLogxK

U2 - 10.1016/j.media.2018.05.007

DO - 10.1016/j.media.2018.05.007

M3 - Article

C2 - 29843078

AN - SCOPUS:85047641088

SN - 1361-8415

VL - 48

SP - 43

EP - 57

JO - Medical Image Analysis

JF - Medical Image Analysis

ER -

Quantifying the uncertainty in model parameters using Gaussian process-based Markov chain Monte Carlo in cardiac electrophysiology

!!!ASJC Scopus Subject Areas

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