Gaussian process regressions for inverse problems and parameter searches in models of ventricular mechanics

Paolo Di Achille, Ahmed Harouni, Svyatoslav Khamzin, Olga Solovyova, John J. Rice, Viatcheslav Gurev

Research output: Contribution to journalArticleResearchpeer-review

1 Citation (Scopus)
Original languageEnglish
Article number1002
JournalFrontiers in Physiology
Volume9
Issue numberAUG
DOIs
Publication statusPublished - 14 Aug 2018

Fingerprint

Mechanics
Statistical Models
Statistical Distributions
Ventricular Pressure
Cardiac Output
Uncertainty
Heart Failure
Myocardial Infarction
Databases

Keywords

  • FEM
  • Infarct model
  • Inverse optimization
  • Kriging
  • LV mechanics
  • Statistical learning
  • Unloaded configuration

ASJC Scopus subject areas

  • Physiology
  • Physiology (medical)

WoS ResearchAreas Categories

  • Physiology

Cite this

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title = "Gaussian process regressions for inverse problems and parameter searches in models of ventricular mechanics",
keywords = "FEM, Infarct model, Inverse optimization, Kriging, LV mechanics, Statistical learning, Unloaded configuration",
author = "{Di Achille}, Paolo and Ahmed Harouni and Svyatoslav Khamzin and Olga Solovyova and Rice, {John J.} and Viatcheslav Gurev",
year = "2018",
month = "8",
day = "14",
doi = "10.3389/fphys.2018.01002",
language = "English",
volume = "9",
journal = "Frontiers in Physiology",
issn = "1664-042X",
publisher = "Frontiers Media S.A.",
number = "AUG",

}

Gaussian process regressions for inverse problems and parameter searches in models of ventricular mechanics. / Di Achille, Paolo; Harouni, Ahmed; Khamzin, Svyatoslav; Solovyova, Olga; Rice, John J.; Gurev, Viatcheslav.

In: Frontiers in Physiology, Vol. 9, No. AUG, 1002, 14.08.2018.

Research output: Contribution to journalArticleResearchpeer-review

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T1 - Gaussian process regressions for inverse problems and parameter searches in models of ventricular mechanics

AU - Di Achille, Paolo

AU - Harouni, Ahmed

AU - Khamzin, Svyatoslav

AU - Solovyova, Olga

AU - Rice, John J.

AU - Gurev, Viatcheslav

PY - 2018/8/14

Y1 - 2018/8/14

KW - FEM

KW - Infarct model

KW - Inverse optimization

KW - Kriging

KW - LV mechanics

KW - Statistical learning

KW - Unloaded configuration

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U2 - 10.3389/fphys.2018.01002

DO - 10.3389/fphys.2018.01002

M3 - Article

VL - 9

JO - Frontiers in Physiology

JF - Frontiers in Physiology

SN - 1664-042X

IS - AUG

M1 - 1002

ER -