Definition
Sensitivity analysis is the process of ascertaining how the change in the outputs of a given model depends upon the changes in model input factors (variables or parameters). A spatial sensitivity analysis is to apportion the variance of outputs of a spatial analysis or spatial prediction model to the variation of model input attributes, such as elevation, land use/land cover, erosion factor, and spatial data resolution. If a small change in input variables or model parameters results in a relatively large change in the output, the output is said to be sensitive to the variables or parameters. Sensitivity analysis is usually conducted via a series of tests in which the modeler uses different input values that vary around a central value within certain bounds to see how a change in input causes a change in the model output. By showing the dependence of a model on input variables or parameters,...
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Cacuci DG (2003) Sensitivity and uncertainty analysis, theory, vol 1. Chapman and Hall, Boca Raton
Hier-Majumder CA, Travis BJ, Belanger E, Richard G, Vincent AP, Yuen DA (2006) Efficient sensitivity analysis for flow and transport in the Earth’s crust and mantle. Geophys J Int 166:907–922
Ihekwaba AEC, Broomhead DS, Grimley RL, Benson N, Kell DB (2004) Sensitivity analysis of parameters controlling oscillatory signaling in the NF-kB pathway: the roles of IKK and IkBa. Syst Biol 1:93–103
Saltelli A, Chen K, Scott EM (2000) Sensitivity analysis. Chichester, New York
Santner TJ, Williams BJ, Notz WI (2003) The design and analysis of computer experiments. Springer, New York
Recommended Reading
Rios-Insua D (1990) Sensitivity analysis in multi-objective decision making. Springer, Berlin
Saltelli A, Tarantola S, Campolongo F, Ratto M (2004) Sensitivity analysis in practice: a guide to assessing scientific models. Wiley, Hoboken
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 Springer International Publishing AG
About this entry
Cite this entry
Zhou, X., Lin, H. (2017). Sensitivity Analysis. In: Shekhar, S., Xiong, H., Zhou, X. (eds) Encyclopedia of GIS. Springer, Cham. https://doi.org/10.1007/978-3-319-17885-1_1191
Download citation
DOI: https://doi.org/10.1007/978-3-319-17885-1_1191
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-17884-4
Online ISBN: 978-3-319-17885-1
eBook Packages: Computer ScienceReference Module Computer Science and Engineering