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Borgonovo, Emanuele

Sensitivity Analysis

Borgonovo, Emanuele - Sensitivity Analysis, ebook

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ISBN: 9783319522593
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Table of contents

1. Decisions and Sensitivity Analysis
Emanuele Borgonovo

2. Setup of Sensitivity Analysis
Emanuele Borgonovo

Part I. Deterministic Methods

3. Tornado Diagrams
Emanuele Borgonovo

4. One-Way Sensitivity Functions
Emanuele Borgonovo

5. Differentiation-Based Methods
Emanuele Borgonovo

6. An Application: Classical Optimization
Emanuele Borgonovo

7. From Infinitesimal to Finite Changes: Generalized Tornado Diagrams
Emanuele Borgonovo

8. Estimation and a Computational Shortcut
Emanuele Borgonovo

9. Multilinear Functions: Taylor Versus Functional ANOVA Expansions
Emanuele Borgonovo

10. What to Use and When
Emanuele Borgonovo

11. Value of Information
Emanuele Borgonovo

12. Local Sensitivity Analysis with Constraints
Emanuele Borgonovo

Part II. Probabilistic Sensitivity Methods

13. Uncertainty Quantification
Emanuele Borgonovo

14. Global Sensitivity Analysis
Emanuele Borgonovo

15. Variance-Based Methods
Emanuele Borgonovo

16. The



Emanuele Borgonovo

17. CDF-Based Sensitivity Measures
Emanuele Borgonovo

18. Transformation Invariant Sensitivity Measures
Emanuele Borgonovo

19. Global Sensitivity Analysis with Value of Information
Emanuele Borgonovo

20. Exercising Global Sensitivity Analysis: Test Cases
Emanuele Borgonovo

21. Additional Results on the Analytical Properties of High-Dimensional Model Representations
Emanuele Borgonovo

Part III. Applications

22. Case Studies
Emanuele Borgonovo

Keywords: Business and Management, Operation Research/Decision Theory, Operations Research, Management Science

Author(s)
Publisher
Springer
Publication year
2017
Language
en
Edition
1
Series
International Series in Operations Research & Management Science
Category
Economy
Format
Ebook
eISBN (PDF)
9783319522593
Printed ISBN
978-3-319-52257-9

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