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Network Traffic Analysis with Query Driven Visualization
Session:
HPC Analytics Challenge Finalists: Session 1
Event Type:
HPC Analytics Challenge
Time:
2:00pm - 2:30pm
Session Chair
:
Paul Fussell
Speaker(s)
:
Kurt Stockinger, Mike Fisk, Thomas P. Caudell, Wes Bethel, Scott Campbell, Kesheng Wu, Stephen Lau, Paul Weber, Chris Davis, Rob Young, Rick Olinger, James E. Prewett
Location:
611-614
Abstract:
One of the most substantial challenges facing society today is information management and understanding. Our entry demonstrates the novel application of a set of diverse technologies aimed at improving our ability to more quickly and accurately identify and characterize malicious behavior hidden in large volumes of network flow data. The solution is a combination of data management, analysis and visual presentation technology. In our entry, we demonstrate: (1) scalable technology for performing data search/query operations; (2) use of machine-learning and neural-network techniques for feature identification and classification; (3) visual presentation paradigms well-suited to interactive exploration of high-dimensional data. Our entry is successfully used to perform queries, feature identification and characterization on 24 weeks of netflow data consisting of 1.1 billion records of 25 fields each.
This paper can be found in the ACM and IEEE Digital Libaries
Click here for ACM
Click here for IEEE
Chair/Speaker Details:
Paul Fussell (Chair)
Boeing
Kurt Stockinger
LBNL
Mike Fisk
LANL
Thomas P. Caudell
University of New Mexico
Wes Bethel
LBNL
Scott Campbell
LBNL/Nersc
Kesheng Wu
LBNL
Stephen Lau
LBNL/Nersc
Paul Weber
LANL
Chris Davis
LANL/UNM
Rob Young
UNM
Rick Olinger
UNM
James E. Prewett
UNM
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