Tracking long-term growth of the NSFNET
Communications of the ACM
High-speed policy-based packet forwarding using efficient multi-dimensional range matching
Proceedings of the ACM SIGCOMM '98 conference on Applications, technologies, architectures, and protocols for computer communication
Trajectory sampling for direct traffic observation
Proceedings of the conference on Applications, Technologies, Architectures, and Protocols for Computer Communication
Trajectory sampling for direct traffic observation
IEEE/ACM Transactions on Networking (TON)
Charging from sampled network usage
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
Monitoring very high speed links
IMW '01 Proceedings of the 1st ACM SIGCOMM Workshop on Internet Measurement
Dynamic statistical profiling of communication activity in distributed applications
SIGMETRICS '02 Proceedings of the 2002 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Adaptive Sampling for Network Management
Journal of Network and Systems Management
Properties and prediction of flow statistics from sampled packet streams
Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment
The Architecture of NG-MON: A Passive Network Monitoring System for High-Speed IP Networks
DSOM '02 Proceedings of the 13th IFIP/IEEE International Workshop on Distributed Systems: Operations and Management: Management Technologies for E-Commerce and E-Business Applications
ACM SIGCOMM Computer Communication Review
Estimating flow distributions from sampled flow statistics
Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications
Proceedings of the 3rd ACM SIGCOMM conference on Internet measurement
IP covert timing channels: design and detection
Proceedings of the 11th ACM conference on Computer and communications security
Implementation and performance measurements of a delay-bounded HPD algorithm in an ALTQ-based router
CoNEXT '05 Proceedings of the 2005 ACM conference on Emerging network experiment and technology
Estimating flow distributions from sampled flow statistics
IEEE/ACM Transactions on Networking (TON)
SHRiNK: a method for enabling scaleable performance prediction and efficient network simulation
IEEE/ACM Transactions on Networking (TON)
IEEE/ACM Transactions on Networking (TON)
Improving scientific software component quality through assertions
Proceedings of the second international workshop on Software engineering for high performance computing system applications
Sampling time-dependent parameters in high-speed network monitoring
Proceedings of the ACM international workshop on Performance monitoring, measurement, and evaluation of heterogeneous wireless and wired networks
One step ahead to multisensor data fusion for DDoS detection
Journal of Computer Security - Special issue on security track at ACM symposium on applied computing 2004
On sampling self-similar internet traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
A scalable sampling scheme for clustering in network traffic analysis
Proceedings of the 2nd international conference on Scalable information systems
Confident estimation for multistage measurement sampling and aggregation
SIGMETRICS '08 Proceedings of the 2008 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Double sampling for flow measurement on high speed links
Computer Networks: The International Journal of Computer and Telecommunications Networking
Empirical evaluation of hash functions for multipoint measurements
ACM SIGCOMM Computer Communication Review
A stratified traffic sampling methodology for seeing the big picture
Computer Networks: The International Journal of Computer and Telecommunications Networking
GrAMoS: A Flexible Service for WS-Agreement Monitoring in Grid Environments
Euro-Par '08 Proceedings of the 14th international Euro-Par conference on Parallel Processing
Fast monitoring of traffic subpopulations
Proceedings of the 8th ACM SIGCOMM conference on Internet measurement
A Space-Efficient Fair Packet Sampling Algorithm
APNOMS '08 Proceedings of the 11th Asia-Pacific Symposium on Network Operations and Management: Challenges for Next Generation Network Operations and Service Management
ACM Transactions on Information and System Security (TISSEC)
Design and dimensioning of an edge router using Markov model
International Journal of Communication Networks and Distributed Systems
An analysis of packet sampling in the frequency domain
Proceedings of the 9th ACM SIGCOMM conference on Internet measurement conference
Probabilistic decentralized network management
IM'09 Proceedings of the 11th IFIP/IEEE international conference on Symposium on Integrated Network Management
Adaptive sampling measurement for high speed network traffic flow
WiCOM'09 Proceedings of the 5th International Conference on Wireless communications, networking and mobile computing
On the use of accounting data for QoS-aware IP network planning
ITC20'07 Proceedings of the 20th international teletraffic conference on Managing traffic performance in converged networks
Journal of Network and Computer Applications
Multi-channel wireless traffic sensing and characterization for cognitive networking
ICC'09 Proceedings of the 2009 IEEE international conference on Communications
A frequency domain model to predict the estimation accuracy of packet sampling
INFOCOM'10 Proceedings of the 29th conference on Information communications
Measurouting: a framework for routing assisted traffic monitoring
INFOCOM'10 Proceedings of the 29th conference on Information communications
Measurement data reduction through variation rate metering
INFOCOM'10 Proceedings of the 29th conference on Information communications
Understanding and evaluating the impact of sampling on anomaly detection techniques
MILCOM'06 Proceedings of the 2006 IEEE conference on Military communications
Network performance engineering
LEISURE: A Framework for Load-Balanced Network-Wide Traffic Measurement
Proceedings of the 2011 ACM/IEEE Seventh Symposium on Architectures for Networking and Communications Systems
Easily-Implemented adaptive packet sampling for high speed networks flow measurement
ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part IV
Echidna: efficient clustering of hierarchical data for network traffic analysis
NETWORKING'06 Proceedings of the 5th international IFIP-TC6 conference on Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; Mobile and Wireless Communications Systems
Efficient packet sampling for accurate traffic measurements
Computer Networks: The International Journal of Computer and Telecommunications Networking
MeasuRouting: a framework for routing assisted traffic monitoring
IEEE/ACM Transactions on Networking (TON)
Traffic sensing and characterization in multi-channel wireless networks for cognitive networking
Computer Networks: The International Journal of Computer and Telecommunications Networking
Research note: An empirical study of the characteristics of Internet traffic
Computer Communications
Exploiting packet-sampling measurements for traffic characterization and classification
International Journal of Network Management
Stochastic computer network under accuracy rate constraint from QoS viewpoint
Information Sciences: an International Journal
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The relative performance of different data collection methods in the assessment of various traffic parameters is significant when the amount of data generated by a complete trace of a traffic interval is computationally overwhelming, and even capturing summary statistics for all traffic is impractical. This paper presents a study of the performance of various methods of sampling in answering questions related to wide area network traffic characterization. Using a packet trace from a network environment that aggregates traffic from a large number of sources, we simulate various sampling approaches, including time-driven and event-driven methods, with both random and deterministic selection patterns, at a variety of granularities. Using several metrics which indicate the similarity between two distributions, we then compare the sampled traces to the parent population. Our results revealed that the time-triggered techniques did not perform as well as the packet-triggered ones. Furthermore, the performance differences within each class (packet-based or time-based techniques) are small.