Fast Posterior Estimation of Cardiac Electrophysiological Model Parameters via Bayesian Active Learning

Creation and application of virtual patient cohorts of heart models

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Predicting left ventricular contractile function via Gaussian process emulation in aortic-banded rats

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Bayesian Optimization of a Free-Electron Laser

(2020) J. Duris et al.   PHYSICAL REVIEW LETTERS

High-Resolution Optical Measurement of Cardiac Restitution, Contraction, and Fibrillation Dynamics in Beating vs. Blebbistatin-Uncoupled Isolated Rabbit Hearts

(2020) Vineesh Kappadan et al.   Frontiers in Physiology

Efficient estimation of cardiac conductivities: A proper generalized decomposition approach

(2020) Alessandro Barone et al.   JOURNAL OF COMPUTATIONAL PHYSICS

On the Role of Ionic Modeling on the Signature of Cardiac Arrhythmias for Healthy and Diseased Hearts

(2020) William A. Ramírez et al.   Mathematics

Bayesian optimization for the inverse scattering problem in quantum reaction dynamics

(2019) R A Vargas-Hernández et al.   NEW JOURNAL OF PHYSICS

2019 HRS/EHRA/APHRS/LAHRS expert consensus statement on catheter ablation of ventricular arrhythmias

(2019) Edmond M Cronin et al.   EUROPACE

Bayesian optimization in ab initio nuclear physics

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Optimization Framework for Patient-Specific Cardiac Modeling

(2019) Joshua Mineroff et al.   Cardiovascular Engineering and Technology

Experimental validation of a variational data assimilation procedure for estimating space-dependent cardiac conductivities

(2019) Alessandro Barone et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

In vivo estimation of elastic heterogeneity in an infarcted human heart

(2018) Gabriel Balaban et al.   Biomechanics and Modeling in Mechanobiology

Transfer Learning from Simulations on a Reference Anatomy for ECGI in Personalised Cardiac Resynchronization Therapy

(2018) Sophie Giffard-Roisin et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

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

(2018) Jwala Dhamala et al.   MEDICAL IMAGE ANALYSIS

Uncertainty quantification for radio interferometric imaging – I. Proximal MCMC methods

(2018) Xiaohao Cai et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Personalized virtual-heart technology for guiding the ablation of infarct-related ventricular tachycardia

(2018) Adityo Prakosa et al.   Nature Biomedical Engineering

Spatially Adaptive Multi-Scale Optimization for Local Parameter Estimation in Cardiac Electrophysiology

(2017) Jwala Dhamala et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

A Kernel-Based Low-Rank (KLR) Model for Low-Dimensional Manifold Recovery in Highly Accelerated Dynamic MRI

(2017) Ukash Nakarmi et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Feasibility of using patient-specific models and the “minimum cut” algorithm to predict optimal ablation targets for left atrial flutter

(2016) Sohail Zahid et al.   HEART RHYTHM

Infarct Localization From Myocardial Deformation: Prediction and Uncertainty Quantification by Regression From a Low-Dimensional Space

(2016) Nicolas Duchateau et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

MRI Based Bayesian Personalization of a Tumor Growth Model

(2016) Matthieu Le et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Noninvasive epicardial and endocardial electrocardiographic imaging of scar-related ventricular tachycardia

(2016) Linwei Wang et al.   JOURNAL OF ELECTROCARDIOLOGY

Arrhythmia risk stratification of patients after myocardial infarction using personalized heart models

(2016) Hermenegild J. Arevalo et al.   Nature Communications

Computational fluid dynamics modelling in cardiovascular medicine

(2015) Paul D Morris et al.   HEART

Uncertainty quantification in virtual surgery hemodynamics predictions for single ventricle palliation

(2015) D. E. Schiavazzi et al.   International Journal for Numerical Methods in Biomedical Engineering

Estimation of cardiac conductivities in ventricular tissue by a variational approach

(2015) Huanhuan Yang et al.   INVERSE PROBLEMS

Velocity-based cardiac contractility personalization from images using derivative-free optimization

(2015) Ken C.L. Wong et al.   Journal of the Mechanical Behavior of Biomedical Materials

Dimensional reductions of a cardiac model for effective validation and calibration

(2013) M. Caruel et al.   Biomechanics and Modeling in Mechanobiology

A reduced computational and geometrical framework for inverse problems in hemodynamics

(2013) Toni Lassila et al.   International Journal for Numerical Methods in Biomedical Engineering

Effects of Pacing Site and Stimulation History on Alternans Dynamics and the Development of Complex Spatiotemporal Patterns in Cardiac Tissue

(2013) Alessio Gizzi et al.   Frontiers in Physiology

Inverse Solution Mapping of Epicardial Potentials

(2012) John L. Sapp et al.   Circulation-Arrhythmia and Electrophysiology

A Stochastic Newton MCMC Method for Large-Scale Statistical Inverse Problems with Application to Seismic Inversion

(2012) James Martin et al.   SIAM JOURNAL ON SCIENTIFIC COMPUTING

Patient-specific electromechanical models of the heart for the prediction of pacing acute effects in CRT: A preliminary clinical validation

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Efficient probabilistic model personalization integrating uncertainty on data and parameters: Application to Eikonal-Diffusion models in cardiac electrophysiology

(2011) Ender Konukoglu et al.   PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY

High-dimensional posterior exploration of hydrologic models using multiple-try DREAM(ZS) and high-performance computing

(2011) Eric Laloy et al.   WATER RESOURCES RESEARCH

Models of cardiac tissue electrophysiology: Progress, challenges and open questions

(2010) R.H. Clayton et al.   PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY

Patient-Specific Modeling of Cardiovascular Mechanics

(2009) C.A. Taylor et al.   Annual Review of Biomedical Engineering

Current progress in patient-specific modeling

(2009) M. L. Neal et al.   BRIEFINGS IN BIOINFORMATICS

Physiological-Model-Constrained Noninvasive Reconstruction of Volumetric Myocardial Transmembrane Potentials

(2009) Linwei Wang et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Model-Based Imaging of Cardiac Apparent Conductivity and Local Conduction Velocity for Diagnosis and Planning of Therapy

(2008) Phani Chinchapatnam et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems

(2008) Youssef M. Marzouk et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Bayesian Treed Gaussian Process Models With an Application to Computer Modeling

(2008) Robert B Gramacy et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION