The Art of Differentiating Computer Programs

The Art of Differentiating Computer Programs An Introduction to Algorithmic Differentiation - Software, Environments, and Tools

Paperback (30 Jan 2012)

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Publisher's Synopsis

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.

Book information

ISBN: 9781611972061
Publisher: SIAM - Society for Industrial and Applied Mathematics
Imprint: Society for Industrial and Applied Mathematics
Pub date:
DEWEY: 003.3
DEWEY edition: 23
Language: English
Number of pages: 340
Weight: 61g
Height: 249mm
Width: 177mm
Spine width: 18mm