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Networked Systems SeminarTalk #8: Thursday, Feb 28th, 2008Calit2 3008, 2pm |
Fast Prototyping of Network Data Mining ApplicationsGianluca IannacconeIntel Research, Berkeley |
About the Talk:
Developing new tools to analyze network
data is often a complex and error-prone process. Current practices
require developers to possess an in-depth understanding of the original
data sets and to develop ad-hoc software tools to first extract the
relevant information from the data and then implement the internals
of the new algorithm. This development process results in long delays
during the analysis of the data and in the production of software
that is often hard to reuse, debug or optimize. We present the design
and implementation of CoMo, a system for fast prototyping network data
mining applications. CoMo provides an abstraction layer both for the
network data as well as for the hardware architecture used to collect
and process the data. This allows developers to focus on the correctness
of the implementation of their analysis tools while the system makes
the tool amenable to optimization when running on different hardware
architectures. In this talk we discuss CoMo's design challenges, our
solution to address them and evaluate the resulting software in terms
of performance, flexibility and ease of use.
[slides]
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About the Speaker:
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