The Art of Differentiating Computer Programs pdf

Author: Uwe Naumann
Edition:
Publisher: SIAM-Society for Industrial and Applied Mathematics
Binding: Paperback
ISBN: 161197206X
Category: Programming
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The Art of Differentiating Computer Programs: An Introduction to Algorithmic Differentiation (Software, Environments and Tools)

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. Programming books The Art of Differentiating Computer Programs pdf. The author covers the mathematical underpinnings as well as how to apply these observations to real-world numerical simulation programs. Readers will find many examples and exercises, including hints to solutions. Also included are the prototype AD tools dco and dcc for use with the examples and exercises. The derivative code compiler dcc provides first- and higher-order tangent-linear and adjoint modes for a limited subset of C/C++. Download books The Art Of Differentiating Computer Programs By Uwe Naumann Paperback Book pdf via mediafire, 4shared, rapidshare.

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In this entry-level book on algorithmic (also known as automatic) differentiation (AD) 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. A supplementary website contains software sources, additional exercises, useful links and errata.

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author uwe naumann format paperback language english publication year 26 01 2012 series software environments and tools subject computing it subject 2 computing general title the art of differentiating computer programs an introduction to algorithmic differentiation author uwe naumann publisher cambridge university press publication date jan 12 2012 pages 340 binding paperback dimensions 7 00 wx 10 00 hx 0 80 d isbn 161197206 x subject mathematics general description naumann computer science r

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Download The Art of Differentiating Computer Programs

The author covers the mathematical underpinnings as well as how to apply these observations to real-world numerical simulation programs. Readers will find many examples and exercises, including hints to solutions. Also included are the prototype AD tools dco and dcc for use with the examples and exercises. The derivative code compiler dcc provides first- and higher-order tangent-linear and adjoint modes for a limited subset of C/C++. In addition, readers will have access to 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. Audience: This book is intended for undergraduate and graduate students in computational science, engineering, and finance as well as applied mathematics and computer science. It will provide researchers and developers at all levels with an intuitive introduction to AD. Contents: Preface; Acknowledgments; Optimality; Chapter 1: Motivation and Introduction; Chapter 2: First Derivative Code; Chapter 3: Higher Derivative Code; Chapter 4: Derivative Code Compilers An Introductory Tutorial; Chapter 5: dcc A Prototype Derivative Code Compiler; Appendix A: Derivative Code by Overloading; Appendix B: Syntax of dcc Input; Appendix C: (Hints on) Solutions; Bibliography; Index. Download free The Art of Differentiating Computer Programs: An Introduction to Algorithmic Differentiation (Software, Environments and Tools) pdf