Sensitivity Analysis

An Introduction for the Management Scientist

Autor: Emanuele Borgonovo

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Editura: Springer International Publishing AG

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This book is an expository introduction to the methodology of sensitivity analysis of model output....

Informații despre carte

Autor

Emanuele Borgonovo

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2018

Pagini

294

EAN

9783319848600

Enbook ID

20093840

Editura

Springer International Publishing AG

Greutate

4686

Dimensiuni

155 x 235 x 17

Descriere completă

This book is an expository introduction to the methodology of sensitivity analysis of model output. It is primarily intended for investigators, students and researchers that are familiar with mathematical models but are less familiar with the techniques for performing their sensitivity analysis. A variety of sensitivity methods have been developed over the years. This monograph helps the analyst in her/his first exploration of this world. The main goal is to foster the recognition of the crucial role of sensitivity analysis methods as the techniques that allow us to gain insights from quantitative models. Also, exercising rigor in performing sensitivity analysis becomes increasingly relevant both to decision makers and modelers. The book helps the analyst in structuring her/his sensitivity analysis quest properly, so as to obtain the correct answer to the corresponding managerial question. The first part of the book covers Deterministic Methods, including Tornado Diagrams; One-Way Sensitivity Analysis; Differentiation-Based Methods and Local Sensitivity Analysis with Constraints. The second part looks at Probabilistic Methods, including Regression-Based methods, Variance-Based Methods, and Distribution-Based methods. The final section looks at Applications, including capital budgeting, sensitivity analysis in climate change modelling and in the risk assessment of a lunar space mission.

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Sensitivity Analysis

An Introduction for the Management Scientist

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