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Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models

date: 18 июля 2009 / author: izograv / views: 606 / comments: 0

Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models by Andrea Saltelli, Stefano Tarantola, Francesca Campolongo, and Marco Ratto



Sensitivity analysis should be considered a pre-requisite for statistical model building in any scientific discipline where modelling takes place. For a non-expert, choosing the method of analysis for their model is complex, and depends on a number of factors. This book guides the non-expert through their problem in order to enable them to choose and apply the most appropriate method. It offers a review of the state-of-the-art in sensitivity analysis, and is suitable for a wide range of practitioners. It is focussed on the use of SIMLAB – a widely distributed freely-available sensitivity analysis software package developed by the authors – for solving problems in sensitivity analysis of statistical models.

Other key features:

* Provides an accessible overview of the current most widely used methods for sensitivity analysis.
* Opens with a detailed worked example to explain the motivation behind the book.
* Includes a range of examples to help illustrate the concepts discussed.
* Focuses on implementation of the methods in the software SIMLAB - a freely-available sensitivity analysis software package developed by the authors.
* Contains a large number of references to sources for further reading.
* Authored by the leading authorities on sensitivity analysis.


 

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