Automatic Differentiation: Techniques and Applications
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Formula translation.- Formula differentiation.- Generation of Taylor coefficients.- Examples of software for automatic differentiation and generation of Taylor coefficients.- Automatic computation of gradients, Jacobians, Hessians, and applications to optimization.- Automatic error analysis.- Solution of nonlinear systems of equations.- Numerical integration with regorous error estimation.- Additional notes of techniques, applications, and software.