Network loss inference using unicast end-to-end measurement (2000) [50 citations — 12 self]
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@INPROCEEDINGS{Coates00networkloss,author = {Mark Coates and Robert Nowak},
title = {Network loss inference using unicast end-to-end measurement},
booktitle = {Proc. ITC Conf. IP Traffic, Modeling and Management},
year = {2000},
pages = {28--1}
}
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Abstract:
The fundamental objective of this work is to determine the extent to which unicast, endto-end network measurement is capable of determining internal network losses. We show that it is not possible to determine internal losses based solely on unicast, end-to-end measurement. However, by identifying and incorporating reasonable prior information or constraints, we demonstrate that it is possible to resolve these losses. The major contributions of this paper are three-fold: we formulate a measurement procedure for network loss inference based on end-to-end packet pair measurements, we identify suitable prior probability models for network inference, and we develop a novel factor graph framework for inference calculation. Simulation experiments demonstrate the potential of our new framework.
