Stochastic differential equation for modelling health related quality of life

06/13/2023
by   Ralph Brinks, et al.
0

In this work we propose a stochastic differential equation (SDE) for modelling health related quality of life (HRQoL) over a lifespan. HRQoL is assumed to be bounded between 0 and 1, equivalent to death and perfect health, respectively. Drift and diffusion parameters of the SDE are chosen to mimic decreasing HRQoL over life and ensuring epidemiological meaningfulness. The Euler-Maruyama method is used to simulate trajectories of individuals in a population of n = 1000 people. Age of death of an individual is simulated as a stopping time with Weibull distribution conditioning the current value of HRQoL as time-varying covariate. The life expectancy and health adjusted life years are compared to the corresponding values for German women.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
02/18/2020

Identifying stochastic governing equations from data of the most probable transition trajectories

Extracting the governing stochastic differential equation model from elu...
research
06/26/2020

Stochastic Differential Equations with Variational Wishart Diffusions

We present a Bayesian non-parametric way of inferring stochastic differe...
research
03/31/2023

Microcanonical Langevin Monte Carlo

We propose a method for sampling from an arbitrary distribution exp[-S()...
research
09/17/2019

On Explicit Tamed Milstein-type scheme for Stochastic Differential Equation with Markovian Switching

We propose a new tamed Milstein-type scheme for stochastic differential ...
research
11/25/2021

Casimir preserving stochastic Lie-Poisson integrators

Casimir preserving integrators for stochastic Lie-Poisson equations with...
research
09/07/2021

On unified framework for nonlinear grey system models: an integro-differential equation perspective

Nonlinear grey system models, serving to time series forecasting, are ex...
research
05/11/2020

Celeganser: Automated Analysis of Nematode Morphology and Age

The nematode Caenorhabditis elegans (C. elegans) serves as an important ...

Please sign up or login with your details

Forgot password? Click here to reset