TY - GEN
T1 - Analyzing measurements from data with underlying dependences and heavy-tailed distributions
AU - Markovich, Natalia M.
AU - Krieger, Udo R.
PY - 2011/4/18
Y1 - 2011/4/18
N2 - We consider measurements that are arising from a next generation network and present advanced mathematical techniques to cope with the analysis and modeling of the gathered data. These statistical techniques are required to study important performance indices of new real-time services in a multimedia Internet such as the demanded bandwidth or delay-loss profiles of packet flows during a session. The latter data sets incorporate strongly correlated or long-range dependent time series and heavy-tailed marginal distributions determining the underlying random variables of the data features. To illustrate the proposed statistical analysis concept, we use traces arising from the popular peer-to-peer video streaming application SopCast.
AB - We consider measurements that are arising from a next generation network and present advanced mathematical techniques to cope with the analysis and modeling of the gathered data. These statistical techniques are required to study important performance indices of new real-time services in a multimedia Internet such as the demanded bandwidth or delay-loss profiles of packet flows during a session. The latter data sets incorporate strongly correlated or long-range dependent time series and heavy-tailed marginal distributions determining the underlying random variables of the data features. To illustrate the proposed statistical analysis concept, we use traces arising from the popular peer-to-peer video streaming application SopCast.
KW - Data analysis
KW - Heavy-tailed distributions
KW - Long-range dependence
KW - NGN traffic characterization
KW - Peer-to-peer packet traffic
UR - http://www.scopus.com/inward/record.url?scp=79953878349&partnerID=8YFLogxK
U2 - 10.1145/1958746.1958811
DO - 10.1145/1958746.1958811
M3 - Conference contribution
AN - SCOPUS:79953878349
SN - 9781450305198
T3 - ICPE'11 - Proceedings of the 2nd Joint WOSP/SIPEW International Conference on Performance Engineering
SP - 425
EP - 436
BT - ICPE'11 - Proceedings of the 2nd Joint WOSP/SIPEW International Conference on Performance Engineering
T2 - 2nd Joint WOSP/SIPEW International Conference on Performance Engineering, ICPE 2011
Y2 - 14 March 2011 through 16 March 2011
ER -