This assortment covers the cutting-edge in automated differentiation thought and perform. Practitioners and scholars will know about advances in computerized differentiation concepts and methods for the implementation of sturdy and robust instruments. Computational scientists and engineers will enjoy the dialogue of purposes, which supply perception into powerful thoughts for utilizing computerized differentiation for layout optimization, sensitivity research, and uncertainty quantification.

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