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Gaussian Process Regressions for Inverse Problems and Parameter Searches in Models of Ventricular Mechanics

Patient specific models of ventricular mechanics require the optimization of their many parameters under the uncertainties associated with imaging of cardiac function. We present a strategy to reduce the complexity of parametric searches for 3-D FE models of left ventricular contraction. The study e...

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Detalles Bibliográficos
Autores principales: Di Achille, Paolo, Harouni, Ahmed, Khamzin, Svyatoslav, Solovyova, Olga, Rice, John J., Gurev, Viatcheslav
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6102646/
https://www.ncbi.nlm.nih.gov/pubmed/30154725
http://dx.doi.org/10.3389/fphys.2018.01002