An adaptive sampling method for global sensitivity analysis based on least-squares support vector regression.

•Investigation of adaptive sampling methods for surrogate models.•A novel global adaptive sampling method for least-squares support vector regression.•Useful for the application to global sensitivity analysis.•A faster and more robust global adaptive sampling is enabled.•Especially useful for functions with critical behavior in some specific regions.