[Jlab-scicomp-briefs] Colloqium: CS distinguished speaker Prof Y. Saad at W&M tomorrow 3pm.
Balint Joo
bjoo at jlab.org
Thu Oct 30 11:15:01 EDT 2014
Dear All,
I’ve been asked to publicize the forthcoming colloqium tomorrow at the
college of William and Mary: Prof Yousef Saad will talk about Numerical Linear Algebra
Methods in Data Mining. at 3pm in the McGlothlin-Street Hall, Room 020.
Please forward to others who you think may be interested.
With very best wishes,
Balint
Speaker: Prof. Yousef Saad
Department of Computer Science, University of Minnesota
Friday Oct 31, 3pm McGlothlin-Street Hall, Room 020
Title: Numerical Linear Algebra Methods in Data Mining
The field of data mining is the source of many new, interesting, and
sometimes challenging, linear algebra problems. In fact, one can say
that data mining and machine learning are now beginning to shape a
"new chapter" in numerical linear algebra, replacing Computational
Fluid Dynamics and PDEs as the main source of `model' problems in
Numerical Linear Algebra. The talk will start with an overview of the
key concepts and then discuss dimension reduction methods which play a
major role. We will illustrate these concepts with a few applications,
including information retrieval, face recognition and matrix
completion for recommender systems. An important emerging application
is `materials informatics'. The synergy between high-performance
computing, efficient electronic structure algorithms, and data mining,
may potentially lead to major discoveries in materials. We will
report on our first experiments in `materials informatics', a
methodology which blends data mining and materials science.
Bio:
Yousef Saad is an I.T. Distinguished Professor of Computer Science in the Department of Computer Science and Engineering at the University of Minnesota. He holds the William Norris Chair for Large-Scale Computing since January 2006. He is known for his contributions to the matrix computations, including the iterative methods for solving large sparse linear algebraic systems, eigenvalue problems, and parallel computing. Prof. Saad is listed as an ISI highly cited researcher in mathematics and is the author of the influential GMRES method and the highly cited book 'Iterative methods for sparse linear systems’.
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Dr Balint Joo High Performance Computational Scientist
Jefferson Lab
12000 Jefferson Ave, Suite 3, MS 12B2, Room F217,
Newport News, VA 23606, USA
Tel: +1-757-269-5339, Fax: +1-757-269-5427
email: bjoo at jlab.org
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