Sensitivity analysis methods in the biomedical sciences

Sensitivity analysis is an important part of a mathematical modeller's toolbox for model analysis. In this review paper, we describe the most frequently used sensitivity techniques, discussing their advantages and limitations, before applying each method to a simple model. Also included is a summary of current software packages, as well as a modeller's guide for carrying out sensitivity analyses. Finally, we apply the popular Morris and Sobol methods to two models with biomedical applications, with the intention of providing a deeper understanding behind both the principles of these methods and the presentation of their results..

Medienart:

Preprint

Erscheinungsjahr:

2020

Erschienen:

2020

Enthalten in:

arXiv.org - (2020) vom: 12. Jan. Zur Gesamtaufnahme - year:2020

Sprache:

Englisch

Beteiligte Personen:

Qian, George [VerfasserIn]
Mahdi, Adam [VerfasserIn]

Links:

Volltext [kostenfrei]

Förderinstitution / Projekttitel:

PPN (Katalog-ID):

XAR010794883