Sensitivity analysis in practice : a guide to assessing scientific models

Gespeichert in:

Autor*in:	Saltelli, Andrea - 1953- Tarantola, Stefano Campolongo, Francesca Ratto, Marco

Format:	Buch
Sprache:	Englisch

Erschienen:	Hoboken, NJ: Wiley ; 2004
Zeitschrift/Reihe:	EUR - 20859

Schlagwörter:	Sensitivitätsanalyse
Schlagwörter:	SIMLAB Sensitivity theory (Mathematics), Simulation methods

Systematik:	QH 233

Anmerkung:	Hier auch später erschienene, unveränderte Nachdrucke Includes bibliographical references (p. [211]-216) and index
Umfang:	xi, 219 p ; ill ; 24 cm

Reihe:	EUR ; 20859

Links:	Zentralblatt MATH Beschreibung & Leseprobe Publisher description Table of contents Inhaltsverzeichnis
ISBN:	0-470-87093-1 978-0-470-87093-8

Katalog-ID:	371593557

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fulltext	Preface p. ix A Worked Example … A simple model … Modulus version of the simple model … Six-factor version of the simple model … The simple model 'by groups' … The (less) simple correlated-input model … Conclusions … Global Sensitivity Analysis for Importance Assessment … Examples at a glance … What is sensitivity analysis? … Properties of an ideal sensitivity analysis method … Defensible settings for sensitivity analysis … Caveats … Test Cases … The jumping man. Applying variance-based methods … Handling the risk of a financial portfolio: the problem of hedging. Applying Monte Carlo filtering and variance-based methods … A model of fish population dynamics. Applying the method of Morris … The Level E model. Radionuclide migration in the geosphere. Applying variance-based methods and Monte Carlo filtering … Two spheres. Applying variance based methods in estimation/calibration problems … A chemical experiment. Applying variance based methods in estimation/calibration problems … An analytical example. Applying the method of Morris … The Screening Exercise … Introduction … The method of Morris … Implementing the method … Putting the method to work: an analytical example … Putting the method to work: sensitivity analysis of a fish population model … Conclusions … Methods Based on Decomposing the Variance of the Output … The settings … Factors Prioritisation Setting … First-order effects and interactions … Application of S[subscript i] to Setting 'Factors Prioritisation' … More on variance decompositions … Factors Fixing (FF) Setting … Variance Cutting (VC) Setting … Properties of the variance based methods … How to compute the sensitivity indices: the case of orthogonal input … A digression on the Fourier Amplitude Sensitivity Test (FAST) … How to compute the sensitivity indices: the case of non-orthogonal input … Putting the method to work: the Level E model … Case of orthogonal input factors … Case of correlated input factors … Putting the method to work: the bungee jumping model … Caveats … Sensitivity Analysis in Diagnostic Modelling: Monte Carlo Filtering and … Regionalised Sensitivity Analysis, Bayesian Uncertainty Estimation and Global Sensitivity Analysis Model calibration and Factors Mapping Setting … Monte Carlo filtering and regionalised sensitivity analysis … Caveats … Putting MC filtering and RSA to work: the problem of hedging a financial portfolio … Putting MC filtering and RSA to work: the Level E test case … Bayesian uncertainty estimation and global sensitivity analysis … Bayesian uncertainty estimation … The GLUE case … Using global sensitivity analysis in the Bayesian uncertainty estimation … Implementation of the method … Putting Bayesian analysis and global SA to work: two spheres … Putting Bayesian analysis and global SA to work: a chemical experiment … Bayesian uncertainty analysis (GLUE case) … Global sensitivity analysis … Correlation analysis … Further analysis by varying temperature in the data set: fewer interactions in the model … Caveats … How to Use Simlab … Introduction … How to obtain and install SIMLAB … SIMLAB main panel … Sample generation … Fast … Fixed sampling … Latin hypercube sampling (LHS) … The method of Morris … Quasi-Random LpTau … Random … Replicated Latin Hypercube (r-LHS) … The method of Sobol' … How to induce dependencies in the input factors … How to execute models … Sensitivity analysis … Famous Quotes: Sensitivity Analysis in the Scientific Discourse … References … Index … Table of contents for Library of Congress control number 2003021209 Table of contents for Sensitivity analysis in practice : a guide to assessing scientific models / Andrea Saltelli … [et al.]. Bibliographic record and links to related information available from the Library of Congress catalog Information from electronic data provided by the publisher. May be incomplete or contain other coding. Chapter … A Worked Example. Chapter … Global Sensitivity Analysis for Importance Assessment. Chapter … Test Cases. Chapter … The Screening Exercise. Chapter … Methods Based on Decomposing the Variance of the Output. Chapter … Sensitivity Analysis in Diagnostic Modelling: Monte Carlo Filtering and Regionalised Sensitivity Analysis; Bayesian Uncertainty Estimation and Global Sensitivity Analysis. Chapter 7_ How to Use Simlab . Chapter … Famous Quotes: Sensitivity Analysis in the Scientific Discourse. Library of Congress subject headings for this publication: Sensitivity theory (Mathematics) Simulation methods, SIMLAB
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