Practical Use of Regularization in Individualizing a Mathematical Model of Cardiovascular Hemodynamics Using Scarce Data
Individualizing physiological models to a patient can enable patient-specific monitoring and treatment in critical care environments. However, this task often presents a unique “practical identifiability” challenge due to the conflict between model complexity and data scarcity. Regularization provid...
Main Authors: | Ali Tivay, Xin Jin, Alex Kai-Yuan Lo, Christopher G. Scully, Jin-Oh Hahn |
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Format: | Article |
Language: | English |
Published: |
Frontiers Media S.A.
2020-05-01
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Series: | Frontiers in Physiology |
Subjects: | |
Online Access: | https://www.frontiersin.org/article/10.3389/fphys.2020.00452/full |
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