Sampling for Passive Internet Measurement: A Review
Open Access
- 1 August 2004
- journal article
- review article
- Published by Institute of Mathematical Statistics in Statistical Science
- Vol. 19 (3) , 472-498
- https://doi.org/10.1214/088342304000000206
Abstract
Sampling has become an integral part of passive network mea- surement. This role is driven by the need to control the consumption of resources in the measurement infrastructure under increasing traffic rates and the demand for detailed measurements from applications and service providers. Classical sampling methods play an important role in the current practice of Internet measurement. The aims of this review are (i) to explain the classical sampling methodology in the context of the Internet to read- ers who are not necessarily acquainted with either, (ii) to give an account of newer applications and sampling methods for passive measurement and (iii) to identify emerging areas that are ripe for the application of statistical expertise.Keywords
This publication has 64 references indexed in Scilit:
- Hash-based IP tracebackACM SIGCOMM Computer Communication Review, 2001
- Deriving traffic demands for operational IP networks: methodology and experienceIEEE/ACM Transactions on Networking, 2001
- NetScope: traffic engineering for IP networksIEEE Network, 2000
- Traffic sampling methods for end-to-end QoS evaluation in large heterogeneous networksComputer Networks and ISDN Systems, 1998
- End-to-end routing behavior in the InternetIEEE/ACM Transactions on Networking, 1997
- Network Tomography: Estimating Source-Destination Traffic Intensities from Link DataJournal of the American Statistical Association, 1996
- On the self-similar nature of Ethernet traffic (extended version)IEEE/ACM Transactions on Networking, 1994
- Empirically derived analytic models of wide-area TCP connectionsIEEE/ACM Transactions on Networking, 1994
- Estimating Model DiscrepancyTechnometrics, 1990
- Random sampling with a reservoirACM Transactions on Mathematical Software, 1985