Computer Science Department Colloquium
Title: Sketching Big Network Data
Speaker: Professor Shigang Chen
University of Florida
Host: Professor Chen Qian
Time and Date: 4:00-5:00PM, Tuesday, November 10, 2015
Location: Marksbury Theater, some refreshments are expected.
Abstract: The Internet has moved into the era of big network data.
It presents both opportunities and technical challenges for traffic
measurement functions monitoring per-flow properties, which have
important applications in intrusion detection, resource management,
billing and capacity planning, as well as big data analytics. Due
to the practical need of processing network data in high volume and
high speed, past research has strived to reduce the memory and
processing overhead when measuring a large number of flows. One
important thread of research in this area is based on sketches, such
as the FM sketches, the LogLog sketches, and the HyperLogLog sketches.
Each sketch requires multiple bits and many sketches are needed for
each flow, which results in significant memory overhead. In this talk,
we present a new method of virtual maximum likelihood sketches to
reduce memory consumption. It embodies several new design constructs,
including (1) virtual sketches that use no more than two bits per
sketch on average, and (2) virtual sketch vectors that monitor all
flows together with a joint data structure. Not only can the new
method provide per-flow measurement with a memory of just 1 bit per
flow, but also it can support differentiated services that give
flows of high priorities better precision in their measurements. We
also show how this research can be extended along
Biography: Dr. Shigang Chen (email@example.com) is a professor with
Department of Computer and Information Science and Engineering at
University of Florida. He received his B.S. degree in computer science
from University of Science and Technology of China in 1993. He received
M.S. and Ph.D. degrees in computer science from University of Illinois
at Urbana-Champaign in 1996 and 1999, respectively. After graduation,
he had worked with Cisco Systems for three years before joining
University of Florida in 2002. He served on the technical advisory board
for Protego Networks Inc. in 2002-2003 and as CTO for Chance Media Inc.
during 2012-2014. His research interests include computer networks,
Internet security, wireless communications, and distributed computing.
He published 150 peer-reviewed journal/conference papers. He received
IEEE Communications Society Best Tutorial Paper Award and NSF CAREER
Award. He holds 12 US patents. He is an associate editor for IEEE/ACM
Transactions on Networking, and served as editors for a number of other
journals. He served in various chair positions or as committee members
for numerous conferences. He is a senior member of IEEE.