Gaussian process emulation to accelerate parameter estimation in a mechanical model of the left ventricle: a critical step towards clinical end-user relevance

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

(2018) Paolo Di Achille et al.   Frontiers in Physiology

Bayesian sensitivity analysis of a 1D vascular model with Gaussian process emulators

(2017) Alessandro Melis et al.   International Journal for Numerical Methods in Biomedical Engineering

Changes and classification in myocardial contractile function in the left ventricle following acute myocardial infarction

(2017) Hao Gao et al.   Journal of the Royal Society Interface

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Bayesian Design of Experiments Using Approximate Coordinate Exchange

(2016) Antony M. Overstall et al.   TECHNOMETRICS

Local Gaussian Process Approximation for Large Computer Experiments

(2015) Robert B. Gramacy et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Parameter estimation in a Holzapfel–Ogden law for healthy myocardium

(2015) H. Gao et al.   JOURNAL OF ENGINEERING MATHEMATICS

Dynamic finite-strain modelling of the human left ventricle in health and disease using an immersed boundary-finite element method

(2014) H. Gao et al.   IMA JOURNAL OF APPLIED MATHEMATICS

Left ventricular strain and its pattern estimated from cine CMR and validation with DENSE

(2014) Hao Gao et al.   PHYSICS IN MEDICINE AND BIOLOGY

Gaussian process emulation of dynamic computer codes

(2009) S. Conti et al.   BIOMETRIKA

Bayesian emulation of complex multi-output and dynamic computer models

(2009) Stefano Conti et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Constitutive modelling of passive myocardium: a structurally based framework for material characterization

(2009) G. A. Holzapfel et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES