[Amath-seminars] Reminder -- Boeing Colloquium tomorrow (January 25,
4pm)
N. Benjamin Erichson
erichson at uw.edu
Wed Jan 24 12:51:27 PST 2018
Dear Colleagues,
Just a reminder that we have Prof. James Demmel visiting, who will
deliver the Applied Math Department's Boeing Distinguished Colloquium
tomorrow.
James Demmel, Boeing Distinguished Colloquium
When: Thursday, January 25 at 4 PM
Where: Smith Hall 102
The talk will be followed by a reception in the Lewis hall lounge.
The title and abstract are given below:
********
Communication-Avoiding Algorithms for Linear Algebra and Beyond
Algorithms have two costs: arithmetic and communication, i.e. moving
data between levels of a memory hierarchy or processors over a network.
Communication costs (measured in time or energy per operation) already
greatly exceed arithmetic costs, and the gap is growing over time
following technological trends. Thus our goal is to design algorithms
that minimize communication. We present algorithms that attain provable
lower bounds on communication, and show large speedups compared to their
conventional counterparts. These algorithms include direct and iterative
linear algebra, for dense and sparse matrices, direct n-body
simulations, and some machine learning algorithms. Several of these
algorithms exhibit perfect strong scaling, in both time and energy: run
time (resp. energy) for a fixed problem size drops proportionally to the
number of processors p (resp. is independent of p). Finally, using
recent extensions of the Holder-Brascamp-Lieb inequalities, we show how
to generalize our approach to algorithms involving arbitrary loop nests
and array accesses, assuming only that array subscripts are affine
functions of the loop indices.
********
Best,
Gabrielle & Ben
On 01/17/2018 03:35 PM, N. Benjamin Erichson wrote:
> Dear Colleagues,
>
> We are pleased to invite you to the Applied Math Department's Boeing
> Distinguished Colloquium delivered by Prof. James Demmel from the
> University of California at Berkeley.
>
> Prof. Demmel is the Dr. Richard Carl Dehmel Distinguished Professor of
> Computer Science and Mathematics at the University of California at
> Berkeley, and Chair of the EECS Dept. His research is in numerical
> linear algebra, HPC, and communication avoiding algorithms. He is
> known for his work on the LAPACK and ScaLAPACK linear algebra
> libraries. He is a member of the NAS, NAE, a Fellow of the AAAS, ACM,
> AMS, IEEE and SIAM, and winner of the IPDPS Charles Babbage Award,
> IEEE Computer Society Sidney Fernbach Award, the ACM Paris Kanellakis
> Award, and numerous best paper prizes.
>
>
> James Demmel, Boeing Distinguished Colloquium
> When: Thursday, January 25 at 4 PM
> Where: Smith Hall 205
>
> The talk will be followed by a reception in the Lewis hall lounge.
>
> The title and abstract are given below:
>
> ********
> Communication-Avoiding Algorithms for Linear Algebra and Beyond
>
> Algorithms have two costs: arithmetic and communication, i.e. moving
> data between levels of a memory hierarchy or processors over a
> network. Communication costs (measured in time or energy per
> operation) already greatly exceed arithmetic costs, and the gap is
> growing over time following technological trends. Thus our goal is to
> design algorithms that minimize communication. We present algorithms
> that attain provable lower bounds on communication, and show large
> speedups compared to their conventional counterparts. These algorithms
> include direct and iterative linear algebra, for dense and sparse
> matrices, direct n-body simulations, and some machine learning
> algorithms. Several of these algorithms exhibit perfect strong
> scaling, in both time and energy: run time (resp. energy) for a fixed
> problem size drops proportionally to the number of processors p (resp.
> is independent of p). Finally, using recent extensions of the
> Holder-Brascamp-Lieb inequalities, we show how to generalize our
> approach to algorithms involving arbitrary loop nests and array
> accesses, assuming only that array subscripts are affine functions of
> the loop indices.
>
> ********
>
> Best,
> Gabrielle & Ben
>
>
--
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
N. Benjamin Erichson, PhD
Research Associate in Applied Mathematics
University of Washington, Seattle
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