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Automatic Differentiation: Applications, Theory, and Implementations (Paperback, 2006 ed.)
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Automatic Differentiation: Applications, Theory, and Implementations (Paperback, 2006 ed.)
Series: Lecture Notes in Computational Science and Engineering, 50
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The Fourth International Conference on Automatic Di?erentiation was
held
July20-23inChicago,Illinois.Theconferenceincludedaonedayshortcourse,
42 presentations, and a workshop for tool developers. This
gathering of au- matic di?erentiation researchers extended a
sequence that began in Breck- ridge, Colorado, in 1991 and
continued in Santa Fe, New Mexico, in 1996 and Nice, France, in
2000. We invited conference participants and the general - tomatic
di?erentiation community to submit papers to this special
collection.
The28acceptedpapersre?ectthestateoftheartinautomaticdi?erentiation.
The number of automatic di?erentiation tools based on compiler
techn- ogy continues to expand. The papers in this volume discuss
the implem- tation and application of several compiler-based tools
for Fortran, including the venerable ADIFOR, an extended NAGWare
compiler, TAF, and TAPE- NADE. While great progress has been made
toward robust, compiler-based tools for C/C++, most notably in the
form of the ADIC and TAC++ tools, for now operator-overloading
tools such as ADOL-C remain the undisputed champions for
reverse-mode automatic di?erentiation of C++. Tools for - tomatic
di?erentiation of high level languages, including COSY and ADiMat,
continue to grow in importance as the productivity gains o? ered by
high-level programming are recognized.
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