Novel Challenges in the Management of Data Streams

Date: 
Friday, October 16, 2009 - 10:59am

*The Center for Control, Dynamical Systems, and Computation presents:*

*”Novel Challenges in the Management of Data Streams**”*

*Amr El Abbadi*
Department of Computer Science – University of California, Santa Barbara
*
Friday, October 9, 2009 3:00 – 4:00pm, HFH 1104**
*

*Abstract*:

In this talk I will discuss recent results related to the extracting of
useful and concise information from data streams. This work is motivated by
the problem of detecting fraud in Internet advertising networks, where
Internet advertisers pay Internet publishers to display advertisements on
their Web sites and drive traffic to the advertisers from surfer’s clicks.
We describe the advertising network model, and discuss the issue of fraud
that is an integral problem in such setting. We propose using streaming
algorithms on aggregate data to accurately detect fraud online, preserve
surfers’ privacy, and reduce database load, while not altering the industry
model. We also discuss how the imminent ubiquity of Chip Multi-Processor
(CMP) architectures requires that the proposed algorithms adapt to exploit
the parallelism of such architectures. We therefore propose an efficient and
scalable framework for parallelizing frequency counting, frequent elements
and top-k queries over data streams. Time permitting, I will discuss some
novel approaches to the anonymization of social network graphs for data
mining.

*About the speaker:
*

Amr El Abbadi is currently Professor and Chair of the Computer Science
Department at University of California, Santa Barbara. He received his B.
Eng. in Computer Science from Alexandria University, Egypt, and received his
Ph.D. in Computer Science from Cornell University in August 1987. He has
served as area editor for Information Systems: An International Journal, and
as editor of Information Processing Letters (IPL). He has also served as
program chair of the International Conference on Very Large Data Bases
(VLDB), and in various capacities in the major database and distributed
systems conferences. He was also elected to serve as a board member of the
VLDB Endowment from 2002–2008. He has visited for extended periods the
University of Campinas in Brazil, IBM Almaden Research Center, the Swedish
Institute of Computer Science in Stockholm, Sweden and IRISA at the
University of Rennes in France. In 2002-03, Prof. El Abbadi was director of
the University of California, Education Abroad Center at the American
University in Cairo. In 2007, Prof. El Abbadi received the UCSB Senate
Oustanding Mentorship Award. Prof. EL Abbadi’s main research interests and
accomplishments have been in understanding and developing basic mechanisms
for supporting distributed information management systems, including
databases, digital libraries, peer-to-peer systems, and spatial databases.