A survey book focusing on the key relationships and synergies
between automatic differentiation (AD) tools and other software
tools, such as compilers and parallelizers, as well as their
applications. The key objective is to survey the field and present
the recent developments. In doing so the topics covered shed light
on a variety of perspectives. They reflect the mathematical
aspects, such as the differentiation of iterative processes, and
the analysis of nonsmooth code. They cover the scientific
programming aspects, such as the use of adjoints in optimization
and the propagation of rounding errors. They also cover
"implementation" problems.
General
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