CS Other Presentations
Department of Computer Science - University of Cyprus
Besides Colloquiums, the Department of Computer Science at the University of Cyprus also holds Other Presentations (Research Seminars, PhD Defenses, Short Term Courses, Demonstrations, etc.). These presentations are given by scientists who aim to present preliminary results of their research work and/or other technical material. Other Presentations serve as a forum for educating Computer Science students and related announcements are disseminated to the Department of Computer Science (i.e., the csall list):
RSS DirectionsPresentations Coordinator: Demetris Zeinalipour
Seminar: On the Characterization of Network Traffic Dynamics, Angelos Marnerides (Lancaster University, UK), Wednesday, December 15th, 2010, 10:00-11:00 EET.
The Department of Computer Science at the University of Cyprus cordially invites you to the Seminar entitled:
On the Characterization of Network Traffic Dynamics
Speaker: Angelos Marnerides |
Abstract:
Traffic characterization poses a significant challenge due to the
unstable and fluctuated behavior exhibited by network traffic
dynamics. Modeling techniques developed for volume-based
traffic profiling (i.e., based on packet and/or byte counts) rely on
the statistical assumptions of stationarity, Gaussianity and
linearity, whose applicability has not been thoroughly investigated
throughout past and recent work. We argue that these modeling
assumptions should be rigorously validated since they determine
the accuracy of any model applied to describe the traffic process.
In this work we introduce and illustrate the suitability of Time-
Frequency (TF) representations and the Hinich algorithms for the
validation of modeling assumptions on captured backbone and
edge link network traces. Through the employment of these
algorithms, we statistically show that link traffic is extremely
dynamic and model characteristics change in small timescales. In
addition, we propose the bispectrum as a good candidate for
volume-based traffic profiling since it can accurately capture
traffic dynamics. Furthermore, we highlight the benefits of a
transport-layer traffic decomposition approach where protocols
are modeled independently and protocol-specific characteristics
are revealed, as opposed to analysis based solely on volume
aggregates.
Short Bio:
Angelos Marnerides received the BSc degree in Computer Science from
Middlesex University, in London, in 2006 and the MSc degree in Critical
Software Engineering from the University of Lancaster, UK, in 2007. He is
currently a PhD candidate, funded by the UK Engineering and Physical
Sciences Research Council (EPSRC) at the University of Lancaster, UK and
is expected to earn his doctorate in computer science, in summer 2011. His
research is mainly dealing with the characterization of traffic dynamics
and anomaly detection on backbone and edge networks using statistical,
information-theoretic and signal processing techniques. During his PhD,
Angelos has been involved with 2 EU Projects (ANA, Resumenet) as well as
with the India-UK Centre of Excellence in Next Generation Networks
(IU-ATC).
Other Presentations Web: https://www.cs.ucy.ac.cy/colloquium/presentations.php | |
Colloquia Web: https://www.cs.ucy.ac.cy/colloquium/ | |
Calendar: http://testing.in.cs.ucy.ac.cy/louispap/XCS-3.0/schedule/cs.ucy.pres.2010.marnerides.ics |