JSM 2011 Online Program

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Abstract Details

Activity Number: 90
Type: Roundtables
Date/Time: Monday, August 1, 2011 : 7:00 AM to 8:15 AM
Sponsor: Section on Bayesian Statistical Science
Abstract - #300884
Title: 21st-Century Computational Statistics: Clouds, GPUs, and What's Next?
Author(s): Marc Suchard*+
Companies: University of California at Los Angeles
Address: 695 Charles E. Young Dr., South, Los Angeles, CA, 90095,
Keywords: computational statistics ; parallelization ; optimization ; MCMC ; Bayesian modeling
Abstract:

Data-rich, 21st century science and commerce is challenging Computational Statistics. This round-table discusses how distributed cloud computing, multi-core and massive many-core parallelization through graphics processing units (GPUs) can provide several orders-of-magnitude performance boosts in simulation, optimization and stochastic search methods for fitting and evaluating complex models with increasingly large data. Software libraries, hardware technology and novel statistical algorithms are all on the table.


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