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ABSTRACT
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.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
| |
1
|
M. Allman. Private communication. 2001.
|
| |
2
|
M. Allman, E. Blanton, and W. Eddy. A Scalable System for Sharing Internet Measurements. Proc. PAM 2002.
|
 |
3
|
|
| |
4
|
P. Barford. Private communication. 2000.
|
| |
5
|
|
| |
6
|
C. Fraleigh et al. Packet-Level Traffic Measurements from the Sprint IP Backbone. IEEE Network 17(6). 2003.
|
| |
7
|
A. Gilat. MATLAB: An Introduction with Applications. Wiley Text Books. 2003.
|
| |
8
|
M. Handley, C. Kreibich and V. Paxson. Network Intrusion Detection: Evasion, Traffic Normalization, and End-to-End Protocol Semantics. Proc. USENIX Security Symposium. 2001.
|
| |
9
|
J. Heidemann, K. Mills, and S. Kumar. Expanding Confidence in Network Simulation. IEEE Network, 15(5):58--63. 2001.
|
 |
10
|
Sharad Jaiswal , Gianluca Iannaccone , Christophe Diot , Jim Kurose , Don Towsley, Measurement and classification of out-of-sequence packets in a tier-1 IP backbone, Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment, November 06-08, 2002, Marseille, France
[doi> 10.1145/637201.637218]
|
| |
11
|
E. Kohler. ipsumdump. http:www//icir.org/kohler/ipsumdump/. 2002.
|
| |
12
|
C. Kreibich. Design and Implementation of Netdude, a Framework for Packet Trace Manipulation. Proc. USENIX/FREENIX, 2004.
|
| |
13
|
P. Martin-Löf. The Notion of Redundancy and Its Use as a Quantitative Measure of the Discrepancy between a Statistical Hypothesis and a Set of Observational Data. Scandinavian Journal of Statistics, 1(1), pp. 3--18. 1974.
|
| |
14
|
D. Mills. Network Time Protocol (Version 3): Specification, Implementation and Analysis. RFC 1305, Network Information Center, SRI International, Menlo Park, CA. March 1992.
|
| |
15
|
D. Mills. Modelling and Analysis of Computer Network Clocks. Technical Report 92-5-2, Electrical Engineering Department, Univ. Delaware. mbox May 1992.
|
| |
16
|
Greg Minshall. TCPdpriv manual. http:www.acm.org/sigcomm/ITA/. 1996.
|
| |
17
|
J. Mogul. Trace anonymization misses the point. WWW 2002 panel on Web Measurements. http://www2002.org/presentations/mogul-n.pdf
|
| |
18
|
S. Moon, P. Skelly and D. Towsley. Estimation and Removal of Clock Skew from Network Delay Measurements. Proc. IEEE INFOCOM. 1999.
|
 |
19
|
Ruoming Pang , Vern Paxson, A high-level programming environment for packet trace anonymization and transformation, Proceedings of the 2003 conference on Applications, technologies, architectures, and protocols for computer communications, August 25-29, 2003, Karlsruhe, Germany
[doi> 10.1145/863955.863994]
|
 |
20
|
|
 |
21
|
Vern Paxson, Automated packet trace analysis of TCP implementations, Proceedings of the ACM SIGCOMM '97 conference on Applications, technologies, architectures, and protocols for computer communication, p.167-179, September 14-18, 1997, Cannes, France
|
| |
22
|
|
 |
23
|
|
| |
24
|
|
| |
25
|
T. Ptacek and T. Newsham, Insertion, Evasion, and Denial of Service: Eluding Network Intrusion Detection. Technical report, Secure Networks. http:www.icir.org/vern/Ptacek-Newsham-Evasion-98.ps. Jan. 1998.
|
| |
26
|
R Development Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. 2003.
|
| |
27
|
W. Venables and B. Ripley. Modern Applied Statistics with S-PLUS. Springer. 1999.
|
 |
28
|
Lan Wang , Xiaoliang Zhao , Dan Pei , Randy Bush , Daniel Massey , Allison Mankin , S. Felix Wu , Lixia Zhang, Observation and analysis of BGP behavior under stress, Proceedings of the 2nd ACM SIGCOMM Workshop on Internet measurment, November 06-08, 2002, Marseille, France
[doi> 10.1145/637201.637231]
|
| |
29
|
|
| |
30
|
L. Zhang, Z. Liu, and C. Xia. Clock Synchronization Algorithms for Network Measurements. Proc. IEEE INFOCOM. 2002
|
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Geoff Werner-Allen , Konrad Lorincz , Jeff Johnson , Jonathan Lees , Matt Welsh, Fidelity and yield in a volcano monitoring sensor network, Proceedings of the 7th symposium on Operating systems design and implementation, November 06-08, 2006, Seattle, Washington
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