Titlebook: Artificial Intelligence, Big Data and Data Science in Statistics; Challenges and Solut Ansgar Steland,Kwok-Leung Tsui Book 2022 The Editor(

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Application of the Singular Spectrum Analysis on Electroluminescence Images of Thin-Film Photovoltaien PV cells at a sub-pixel accuracy, as well as to correct incorrect stitching of EL images. Furthermore, an explicit expression of the cell component signal is used to estimate the inverse characteristic length, a physical parameter related to the resistances in a PV module.

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Global Sensitivity Analysis for the Interpretation of Machine Learning Algorithmses like Sobol’ indices and Shapley values. We discuss the Monte Carlo estimation of various Sobol’ indices as well as their graphical presentation in the so-called FANOVA graphs. Global sensitivity analysis is applied to an analytical example, a Kriging model of a piston simulator and a neural net model of the resistance of yacht hulls.

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