BibTeX
@INCOLLECTION{
Letschert2012ESi,
title = "Exploiting Sparsity in Automatic Differentiation on Multicore Architectures",
doi = "10.1007/978-3-642-30023-3_14",
author = "Benjamin Letschert and Kshitij Kulshreshtha and Andrea Walther and Duc Nguyen and
Assefaw Gebremedhin and Alex Pothen",
abstract = "We discuss the design, implementation and performance of algorithms suitable for
the efficient computation of sparse Jacobian and Hessian matrices using Automatic Differentiation
via operator overloading on multicore architectures. The procedure for exploiting sparsity (for
runtime and memory efficiency) in serial computation involves a number of steps. Using nonlinear
optimization problems as test cases, we show that the algorithms involved in the various steps can
be adapted to multithreaded computations.",
pages = "151--161",
crossref = "Forth2012RAi",
booktitle = "Recent Advances in Algorithmic Differentiation",
series = "Lecture Notes in Computational Science and Engineering",
publisher = "Springer",
address = "Berlin",
volume = "87",
editor = "Shaun Forth and Paul Hovland and Eric Phipps and Jean Utke and Andrea Walther",
isbn = "978-3-540-68935-5",
issn = "1439-7358",
year = "2012",
ad_theotech = "Parallelism, Sparsity"
}
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