Social SciencesInformation TechnologyCommunication Research MethodsPerformance MeasurementPsychometricsAcoustic MeasurementMeasurement ErrorMeasurement ValiditySound StudiesMeasurement
Conducting an Internet measurement study in a sound fashion can be much more difficult than it might first appear. We present a number of strategies drawn from experiences for avoiding or overcoming some of the pitfalls. In particular, we discuss dealing with errors and inaccuracies; the importance of associating <i>meta-data</i> with measurements; the technique of calibrating measurements by examining outliers and testing for consistencies; difficulties that arise with large-scale measurements; the utility of developing a discipline for reliably reproducing analysis results; and issues with making datasets publicly available. We conclude with thoughts on the sorts of tools and community practices that can assist researchers with conducting sound measurement studies.
20
Modern Applied Statistics with S-Plus.
W. N. Venables, B. D. Ripley · Biometrics · 1996 · 3K citations · Full text
Bro: a system for detecting network intruders in real-time
Vern Paxson · Computer Networks · 1999 · 2.4K citations
Difficulties in simulating the Internet
Sally Floyd, Vern Paxson · IEEE/ACM Transactions on Networking · 2001 · 725 citations
Packet-level traffic measurements from the sprint IP backbone
C. Fraleigh, Sue Moon, Bryan Lyles et al. · IEEE Network · 2003 · 637 citations