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Books > Computing & IT > General theory of computing > Data structures
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The Art of Differentiating Computer Programs (Paperback, New)
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The Art of Differentiating Computer Programs (Paperback, New)
Series: Software, Environments and Tools, 24
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This is the first entry-level book on algorithmic (also known as
automatic) differentiation (AD), providing fundamental rules for
the generation of first- and higher-order tangent-linear and
adjoint code. The author covers the mathematical underpinnings as
well as applications to real-world numerical simulation programs.
Readers will find: * Many examples and exercises, including hints
to solutions * The prototype AD tools dco and dcc for use with the
examples and exercises * First- and higher-order tangent-linear and
adjoint modes for a limited subset of C/C++, provided by the
derivative code compiler dcc * A supplementary website containing
sources of all software discussed in the book, additional exercises
and comments on their solutions (growing over the coming years),
links to other sites on AD, and errata. Ideal for undergraduate and
graduate students, the book is also suitable for researchers and
developers at all levels who need an introduction to AD.
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