Global Sensitivity Analysis for SimBiology

Compute Sobol indices and perform a multiparametric global sensitivity analysis (MPGSA) of model responses.

The Global Sensitivity Analysis App for SimBiology is a MATLAB application to compute Sobol indices and perform a multiparametric global sensitivity analysis (MPGSA) of model responses.

Compute sampling based first and total order Sobol indices for model responses.
See also https://www.mathworks.com/help/simbio/ref/sbiosobol.html.

Perform a targeted sensitivity analysis using the multiparametric global sensitivity analysis (MPGSA) method.
See also https://www.mathworks.com/help/simbio/ref/sbiompgsa.html.

References:

Saltelli, Andrea, Paola Annoni, Ivano Azzini, Francesca Campolongo, Marco Ratto, and Stefano Tarantola. Variance Based Sensitivity Analysis of Model Output. Design and Estimator for the Total Sensitivity Index. Computer Physics Communications 181, no. 2 (February 2010): 259-270.

Tiemann, Christian A., Joep Vanlier, Maaike H. Oosterveer, Albert K. Groen, Peter A. J. Hilbers, and Natal A. W. van Riel. Parameter Trajectory Analysis to Identify Treatment Effects of Pharmacological Interventions. Edited by Scott Markel. PLoS Computational Biology 9, no. 8 (August 1, 2013): e1003166.