Abstract
The experimental design and subsequent analysis of the data collected from experimentation are tightly coupled. This paper considers techniques for the analysis of data collected from experimentation based on a locating array. Because locating arrays can be highly unbalanced, new analysis techniques are required. In order to cope with noise in the measured performance data, a search is conducted to identify the significant parameters and interactions that impact the data. A novel 'heavy hitters' bounded breadth-first search (BFS) tree algorithm is proposed for analysis. It is used to validate data collected from large-scale experimentation with a physical wireless network testbed and a wireless network simulator, varying 24 and 75 parameters, respectively.
| Original language | English (US) |
|---|---|
| Title of host publication | INFOCOM 2018 - IEEE Conference on Computer Communications Workshops |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 535-540 |
| Number of pages | 6 |
| ISBN (Electronic) | 9781538659793 |
| DOIs | |
| State | Published - Jul 6 2018 |
| Event | 2018 IEEE Conference on Computer Communications Workshops, INFOCOM 2018 - Honolulu, United States Duration: Apr 15 2018 → Apr 19 2018 |
Other
| Other | 2018 IEEE Conference on Computer Communications Workshops, INFOCOM 2018 |
|---|---|
| Country | United States |
| City | Honolulu |
| Period | 4/15/18 → 4/19/18 |
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ASJC Scopus subject areas
- Control and Optimization
- Artificial Intelligence
- Computer Networks and Communications
Cite this
Analysis of large-scale experimental data from wireless networks. / Seidel, Stephen A.; Mehari, Michael T.; Colbourn, Charles; De Poorter, Eli; Moerman, Ingrid; Syrotiuk, Violet.
INFOCOM 2018 - IEEE Conference on Computer Communications Workshops. Institute of Electrical and Electronics Engineers Inc., 2018. p. 535-540.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Analysis of large-scale experimental data from wireless networks
AU - Seidel, Stephen A.
AU - Mehari, Michael T.
AU - Colbourn, Charles
AU - De Poorter, Eli
AU - Moerman, Ingrid
AU - Syrotiuk, Violet
PY - 2018/7/6
Y1 - 2018/7/6
N2 - The experimental design and subsequent analysis of the data collected from experimentation are tightly coupled. This paper considers techniques for the analysis of data collected from experimentation based on a locating array. Because locating arrays can be highly unbalanced, new analysis techniques are required. In order to cope with noise in the measured performance data, a search is conducted to identify the significant parameters and interactions that impact the data. A novel 'heavy hitters' bounded breadth-first search (BFS) tree algorithm is proposed for analysis. It is used to validate data collected from large-scale experimentation with a physical wireless network testbed and a wireless network simulator, varying 24 and 75 parameters, respectively.
AB - The experimental design and subsequent analysis of the data collected from experimentation are tightly coupled. This paper considers techniques for the analysis of data collected from experimentation based on a locating array. Because locating arrays can be highly unbalanced, new analysis techniques are required. In order to cope with noise in the measured performance data, a search is conducted to identify the significant parameters and interactions that impact the data. A novel 'heavy hitters' bounded breadth-first search (BFS) tree algorithm is proposed for analysis. It is used to validate data collected from large-scale experimentation with a physical wireless network testbed and a wireless network simulator, varying 24 and 75 parameters, respectively.
UR - http://www.scopus.com/inward/record.url?scp=85049895959&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85049895959&partnerID=8YFLogxK
U2 - 10.1109/INFCOMW.2018.8407023
DO - 10.1109/INFCOMW.2018.8407023
M3 - Conference contribution
SP - 535
EP - 540
BT - INFOCOM 2018 - IEEE Conference on Computer Communications Workshops
PB - Institute of Electrical and Electronics Engineers Inc.
ER -