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sensitivity_analysis_in_ecolego [2022/09/29 13:31] mina [Methods] |
sensitivity_analysis_in_ecolego [2023/08/15 14:10] mina [Methods] |
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**Correlation/ | **Correlation/ | ||
- | * [[Pearson|Pearson]] - Pearson product-moment correlation coefficient | + | * [[Pearson|Pearson]] - Pearson product-moment correlation coefficient |
- | * [[Spearman|Spearman]] - Spearman’s rank correlation coefficient | + | * [[Spearman|Spearman]] - Spearman’s rank correlation coefficient |
- | * [[SRC|SRC]] - Standardized Regression Coefficient | + | * [[SRC|SRC]] - Standardized Regression Coefficient |
* [[SRRC|SRRC]] - Standardized Rank Regression Coefficient | * [[SRRC|SRRC]] - Standardized Rank Regression Coefficient | ||
* [[PCC|PCC]] - Partial Correlation Coefficient | * [[PCC|PCC]] - Partial Correlation Coefficient | ||
* [[PRCC|PRCC]] - Partial Rank Correlation Coefficient | * [[PRCC|PRCC]] - Partial Rank Correlation Coefficient | ||
+ | |||
+ | |||
+ | //* included in standard Ecolego + EASI// | ||
**Screening methods:** | **Screening methods:** | ||
* [[Morris|Morris]] - A computationally inexpensive global screening method | * [[Morris|Morris]] - A computationally inexpensive global screening method | ||
- | * [[Garten|Garten]] | + | * **Garten** - OAT design to compute customized impact of input factors on model output |
- | * [[Local|Local]] | + | * **Local** - OAT design to compute local impact of input factors on model output |
**Variance-based methods: | **Variance-based methods: | ||
Line 25: | Line 28: | ||
^Method | ^Method | ||
- | |[[Sobol|Sobol]] | + | |Sobol|Brute force method to compute any order of sensitivity indices |
- | |[[FAST|FAST]] | + | |[[FAST|FAST]] |
- | |[[EFAST|EFAST]] | + | |[[EFAST|EFAST]] |
- | |[[EASI|EASI]] | + | |[[EASI|EASI]] |
- | //* included in standard Ecolego// | ||
===== Views ===== | ===== Views ===== | ||
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* [[Correlation_time_chart|Correlation time chart]] - A chart which plots correlation coefficients over time. | * [[Correlation_time_chart|Correlation time chart]] - A chart which plots correlation coefficients over time. | ||
* [[Correlation_pie_chart|Correlation pie chart]] - A pie chart with correlation coefficients. | * [[Correlation_pie_chart|Correlation pie chart]] - A pie chart with correlation coefficients. | ||
+ | |||
+ | ===== References ===== | ||
+ | |||
+ | * [[Pearson|Pearson]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[Spearman|Spearman]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[SRC|SRC]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[SRRC|SRRC]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[PCC|PCC]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[PRCC|PRCC]] - Francesca Campolongo, Andrea Saltelli, Tine Sørensen, and Stefano Tarantola. Hitchhiker’s guide to sensitivity analysis. In Sensitivity analysis, Wiley Ser. Probab. Stat., pages 15–47. Wiley, Chichester, 2000. | ||
+ | * [[Morris|Morris]] - Max D. Morris. Factorial sampling plans for preliminary computational experiments. Technometrics, | ||
+ | * Garten- David Vose. Quantitative risk analysis. John Wiley & Sons Ltd., Chichester, 1996. A guide to Monte Carlo simulation modelling. | ||
+ | * Local - David Vose. Quantitative risk analysis. John Wiley & Sons Ltd., Chichester, 1996. A guide to Monte Carlo simulation modelling. | ||
+ | * Sobol - I.M. Sobol’. Sensitivity estimates for nonlinear mathematical models. Matematicheskoe Modelirovanie, | ||
===== See also ===== | ===== See also ===== | ||
* [[Sensitivity_analysis_examples|Sensitivity analysis examples]] | * [[Sensitivity_analysis_examples|Sensitivity analysis examples]] | ||
- | * [[Sensitivity_analysis_toolbox_wiki|Sensitivity analysis toolbox | + | * [[Sensitivity_analysis_toolbox_wiki|Sensitivity analysis toolbox |
- | * [[start|Ecolego | + | * [[start|Ecolego |