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V úterý 11. června 2013 ve 14:00 se bude ve velké zasedačce (č. 318,
2. poschodí) Ústavu informatiky  AV ČR, v.v.i., Pod Vodárenskou věží 2,
Praha 8 - Libeň konat seminář


                           Massive-Scale Graph Analytics

                                       David A. Bader
                          Georgia Institute of Technology
                          http://www.cc.gatech.edu/~bader


Emerging real-world graph problems include detecting community structure
in large social networks, improving the resilience of the electric power
grid, and detecting and preventing disease in human populations. Unlike
traditional applications in computational science and engineering,
solving these problems at scale often raises new challenges because of
sparsity and the lack of locality in the data, the need for additional
research on scalable algorithms and development of frameworks for
solving these problems on high performance computers, and the need for
improved models that also capture the noise and bias inherent in the
torrential data streams. In this talk, the speaker will discuss the
opportunities and challenges in massive data-intensive computing for
applications in computational biology, genomics, and security. The
explosion of real-world graph data poses a substantial challenge: How
can we analyze constantly changing graphs with billions of vertices? Our
approach leverages fine-grained parallelism, lightweight
synchronization, and shared memory, to scale to massive graphs.

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Brief Biography:

David A. Bader is a Full Professor in the School of Computational
Science and Engineering, College of Computing, at Georgia Institute of
Technology, and Executive Director for High Performance Computing. He
received his Ph.D. in 1996 from The University of Maryland, and his
research is supported through highly-competitive research awards,
primarily from NSF, NIH, DARPA, and DOE. Dr. Bader serves as a Board
member of the Computing Research Association (CRA), and on the Steering
Committees of the IPDPS and HiPC conferences. He is Program Chair for
IPDPS 2014, and has served on the Research Advisory Council for
Internet2, as the General Chair of IPDPS 2010 and Chair of SIAM PP12. He
is an associate editor-in-chief of the Journal of Parallel and
Distributed Computing (JPDC), and serves as an associate editor for
several high impact publications including IEEE Transactions on
Computers (TC), ACM Transactions on Parallel Computing (TOPC), ACM
Journal of Experimental Algorithmics (JEA), IEEE DSOnline, Parallel
Computing, and Journal of Computational Science, and has been an
associate editor for the IEEE Transactions on Parallel and Distributed
Systems (TPDS). He was elected as chair of the IEEE Computer Society
Technical Committee on Parallel Processing (TCPP) and as chair of the
SIAM Activity Group in Supercomputing (SIAG/SC).  Dr. Bader's interests
are at the intersection of high-performance computing and real-world
applications, including computational biology and genomics and
massive-scale data analytics. He has co-chaired a series of meetings,
the IEEE International Workshop on High-Performance Computational
Biology (HiCOMB), co-organized the NSF Workshop on Petascale Computing
in the Biological Sciences, written several book chapters, and co-edited
special issues of the Journal of Parallel and Distributed Computing
(JPDC) and IEEE TPDS on high-performance computational biology. He is
also a leading expert on multicore, manycore, and multithreaded
computing for data-intensive applications such as those in massive-scale
graph analytics. He has co-authored over 130 articles in peer-reviewed
journals and conferences, and his main areas of research are in parallel
algorithms, combinatorial optimization, massive-scale social networks,
and computational biology and genomics.  Prof. Bader is a Fellow of the
IEEE and AAAS, a National Science Foundation CAREER Award recipient, and
has received numerous industrial awards from IBM, NVIDIA, Intel, Cray,
Oracle/Sun Microsystems, and Microsoft Research. Dr. Bader has served as
a lead scientist in several DARPA programs including High Productivity
Computing Systems (HPCS) with IBM PERCS, Ubiquitous High Performance
Computing (UHPC) with NVIDIA ECHELON, and Anomaly Detection at Multiple
Scales (ADAMS). He was a distinguished speaker in the IEEE Computer
Society Distinguished Visitors Program, and has also served as Director
of the Sony-Toshiba-IBM Center of Competence for the Cell Broadband
Engine Processor. Bader is a co-founder of the Graph500 List for
benchmarking "Big Data" computing platforms. Bader is recognized as a
"RockStar" of High Performance Computing by InsideHPC and as HPCwire's
People to Watch in 2012.




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