Parameter Estimation of Platelets Deposition: Approximate Bayesian Computation With High Performance Computing
نویسندگان
چکیده
منابع مشابه
Parameter estimation of platelets deposition: Approximate Bayesian computation with high performance computing
Ritabrata Dutta , Bastien Chopard , Jonas Lätt , Frank Dubois , Karim Zouaoui Boudjeltia 3,4 and Antonietta Mira 1,6 1Institute of Computational Science, Università della Svizzera italiana, Switzerland 2Computer Science Department, University of Geneva, Switzerland 3Laboratory of Experimental Medicine (ULB 222 Unit), Université Libre de Bruxelles, Belgium 4 CHU de Charleroi, Belgium 5 Micrograv...
متن کاملal3c: high-performance software for parameter inference using Approximate Bayesian Computation
MOTIVATION The development of Approximate Bayesian Computation (ABC) algorithms for parameter inference which are both computationally efficient and scalable in parallel computing environments is an important area of research. Monte Carlo rejection sampling, a fundamental component of ABC algorithms, is trivial to distribute over multiple processors but is inherently inefficient. While developm...
متن کاملApproximate Bayesian Computation for Source Term Estimation
Bayesian inference is a vital tool for consistent manipulation of the uncertainty that is present in many military scenarios. However, in some highly complex environments, it is hard to write down an analytic form for the likelihood function that underlies Bayesian inference. Approximate Bayesian computation (ABC) algorithms address this difficulty by enabling one to proceed without analyticall...
متن کاملParameter Estimation in Computational Biology by Approximate Bayesian Computation coupled with Sensitivity Analysis
Motivation: We address the problem of parameter estimation in models of systems biology from noisy observations. The models we consider are characterized by simultaneous deterministic nonlinear differential equations whose parameters are either taken from in vitro experiments, or are hand-tuned during the model development process to reproduces observations from the system. We consider the fami...
متن کاملApproximate Bayesian Computation
Just when you thought it was safe to go back into the water, I’m going to complicate things even further. The Nielsen-Wakely-Hey [5, 3, 4] approach is very flexible and very powerful, but even it doesn’t cover all possible scenarios. It allows for non-equilibrium scenarios in which the populations from which we sampled diverged from one another at different times, but suppose that we think our ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Frontiers in Physiology
سال: 2018
ISSN: 1664-042X
DOI: 10.3389/fphys.2018.01128